{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relevance Vector Machine \n",
    "\n",
    "The relevance vector machine is a probabilisic linear model in which the prior weights are taken to be normally distibuted with mean zero and a diagonal matrix.\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "    p({\\bf w} | {\\bf t}, {\\bf \\alpha}, {\\bf \\beta}) &\\propto p({\\bf w}| {\\bf \\alpha}) p({\\bf t}| y({\\bf x}), \\beta)\\\\\n",
    "    &= \\mathcal{N}({\\bf w}|{\\bf 0}, A) \\prod_{n=1}^N\\mathcal{N}(t_n|y(x_n), \\beta^{-1})\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "Where $A = \\text{diag}(\\alpha_1, \\ldots, \\alpha_M)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy.random import randn, seed, uniform\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from scipy.stats import multivariate_normal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc3.gp.util import plot_gp_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "np.set_printoptions(precision=3, suppress=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nobs = 50\n",
    "seed(3141)\n",
    "X = np.linspace(0, 1, nobs) + uniform(0, 0.01, nobs)\n",
    "y = np.sin(2 * np.pi * X) + randn(nobs) * 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1c2d069410>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Radial Basis Function Kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c2d0a23d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 249,
       "width": 251
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Phi = np.exp(-(X[np.newaxis, :] - X[:, np.newaxis]) ** 2)\n",
    "plt.imshow(Phi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed(1643)\n",
    "alpha = np.abs(randn(Phi.shape[1]) * 0.5)\n",
    "beta, *_ = np.abs(randn(1)) * 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = np.identity(len(alpha)) * alpha\n",
    "Sigma = np.linalg.inv(A + beta * Phi.T @ Phi)\n",
    "m = beta * Sigma @ Phi.T @ y[:, np.newaxis]\n",
    "\n",
    "mvn = multivariate_normal(mean=m.ravel(), cov=Sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "plot_gp_dist(ax, (Phi @ mvn.rvs(500).T).T, X, palette=\"Blues\")\n",
    "ax.scatter(X, y, c=\"crimson\")\n",
    "ax.grid(alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Polynomial feature matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = PolynomialFeatures(degree=5, include_bias=True)\n",
    "Phi = poly.fit_transform(X[:, np.newaxis])\n",
    "\n",
    "seed(3141)\n",
    "alpha = np.abs(randn(Phi.shape[1]))\n",
    "beta, *_ = randn(1) * 0.5\n",
    "\n",
    "\n",
    "A = np.identity(len(alpha)) * alpha\n",
    "Sigma = np.linalg.inv(A + beta * Phi.T @ Phi)\n",
    "m = beta * Sigma @ Phi.T @ y[:, np.newaxis]\n",
    "\n",
    "mvn = multivariate_normal(mean=m.ravel(), cov=Sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "plot_gp_dist(ax, (Phi @ mvn.rvs(500).T).T, X, palette=\"Blues\")\n",
    "ax.scatter(X, y, facecolors=\"none\", edgecolor=\"crimson\")\n",
    "ax.grid(alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementing the Marginal Likelihood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As of now, the hyperparameters $\\alpha$, $\\beta$ where randonmly chosen, we will now make use of the log-marginal likelihood to find the hyperparameters that best represent the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = PolynomialFeatures(degree=5, include_bias=True)\n",
    "Phi = poly.fit_transform(X[:, np.newaxis])\n",
    "\n",
    "seed(314)\n",
    "alpha = np.clip(np.abs(randn(Phi.shape[1])), 0, 0.8)\n",
    "beta, *_ = np.abs(randn(1) + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "N, _ = Phi.shape\n",
    "\n",
    "alpha_hist = [alpha]\n",
    "for _ in range(10):\n",
    "    A = np.identity(len(alpha)) * alpha\n",
    "    # Inverse using the Cholesky decomposition\n",
    "    L = np.linalg.cholesky(A + beta * Phi.T @ Phi)\n",
    "    Sigma = np.linalg.inv(L).T @ np.linalg.inv(L)\n",
    "    m = beta * Sigma @ Phi.T @ y[:, np.newaxis]\n",
    "    gamma = 1 - alpha * np.diag(Sigma)\n",
    "\n",
    "    new_alpha = gamma / m.ravel() ** 2\n",
    "    new_beta = (N - gamma.sum()) / (np.linalg.norm(y[:, np.newaxis] - Phi @ m) ** 2)\n",
    "    \n",
    "\n",
    "    alpha = new_alpha\n",
    "    beta = new_beta\n",
    "    \n",
    "    alpha_hist.append(alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2388.381,    0.012,    0.002,    0.01 ,    0.083,    0.033])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([39.68 ,  4.219,  1.142,  0.045,  0.001,  0.004])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linalg.eigvals(Sigma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Iterating over the reestimating equations\n",
    "\n",
    "$$\n",
    "    \\alpha_i = \\frac{\\gamma_i}{m_i^2}\\\\\n",
    "$$\n",
    "$$\n",
    "    \\frac{1}{\\beta} = \\frac{||\\bf{t} - \\Phi\\bf{m}||^2}{N - \\sum_m \\gamma_m}\n",
    "$$\n",
    "\n",
    "result to be unsteady."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5/m61pYgw1yEb8s7PzXMwDQAACEU8awOAEDB78U67Ozmza3Sn6U4+yGWM/nL1SMVEuCVJW/dV6aH3NzucCgAAZzQfe/HWukLVNvAmKwAAaD0UlAEgyFXXN+rJT5p1J5/bX+GdqDv5oKzkGP340iH2+olF27VyF6f5AgA6n5E9E9U3JVaS7yym9zYWOpwIAACEks5XcQCAEDN78S7t93cn9+wSfUhXUmfzrTOyNHFAiiTJsqQH5q5RTUOjw6kAAGhfxhhNyQmcrTQ/N9/BNAAAINRQUAaAIFb91dnJnbQ7+SBjjP44dYTiI8MkSTtLa/Snd750OBUAAO1vcrPxV4u2FGtfRZ2DaQAAQCjpvFUHAAgBzy3ZpbLqBklSRlLn7k4+KD0pWj+7/DR7/cznO/X5thIHEwEA0P56donRuL6+DWu9lvTa6gKHEwEAgFBBQRkAglRNQ6OeaD47+bz+igjj17okTRvdU+cPTrXX339prSrrPA4mAgCg/TV/o3lebp6DSQAAQCih8gAAQeq5JbtU2qw7eSrdyTZjjH4/ZbgSo8MlSfkHavW7t75wOBUAAO3rkmHdFRXue8m3qbBSGwsqHE4EAABCAQVlAAhCX+1OvuvcfnQnf0VqQpR+deVQe/2fZXv00Zf7HEwEAED7io8K10VDu9vr+XQpAwCAVkD1AQCC0PNLdqukytednJ4YpWmjMx1O1DFdMTJdlw4PvJD+4by1Kq9h9AUAdATGmHhjTLoxJl1SuNfrdTpSSGo+9uLV1QVqbOLrDAAATg0FZQAIMrUNTXr8k232+q5zmZ18NMYY/frKYUqOjZAkFVXU65cLNjicCgDg94CkfP9leFFRkcNxQtOEfslKjY+UJJVU1WvRVjaqBQAAp4YKBAAEmeeX7rK7k3skRmnaGGYntyQ5LlK/vWq4vZ6/Kl/vbih0MBEAwG+GpAz/ZV1aWprDcUJTmNulydkZ9np+br6DaQAAQCigoAwAQaS2oUmPfdxsdvI5/RQZ5nYwUXC4eFh3XdXsxfRPXlmnMv+GhgAAZ1iWVWlZVoFlWQWSPC4XL03aypScwN/A9zYUqqKO8U8AAODk8awNAILIC8t2q6SqXpLUPSFK14xldvLx+sXlQ5WWcPCU3wb97NX1DicCAKB9DO6eoNN6JEiS6hu9envdXocTAQCAYEZBGQCCRJ2nSY993Hx2Mt3JJyIxJlx/mDrCXr+5bq8WrClwMBEAAO2neZfyPMZeAACAU0BBGQCCxAtLd6u40tednJYQqWvG0J18os4dlKprm3V1/+y19dpXWedgIgAA2scVo9LldhlJ0rIdZdpTVuNwIgAAEKwoKANAEDisO/mc/ooKpzv5ZPzk60OUkRQtSTpQ49H/zl8ny7IcTgUAQNtKjY/S2QNS7PUrq+hSBgAAJ4eCMgAEgTnLdmtfs+7k6cxOPmnxUeH689WB0RcffLGPU38BAJ3ClJye9vX5uXm8oQoAAE4KBWUA6ODqPE36R7Pu5Dsn9aM7+RSd2T9FN47vZa9/+foGFRyodTARAABt74LT0hQfGSZJ2llao9zdBxxOBAAAghEFZQDo4F5cvkdFFb7u5NT4SF13epbDiULDDy8ZrN7JMZKkyvpG/XDeWjq1AAAhLSrcra+P6GGv5+fmOZgGAAAEKwrKANCB1Tc26R8f0Z3cFmIiwvSXaSNlfPsTadGWEr2wbLezoQAAaGPNx14sWFOg+sYmB9MAAIBgREEZADqwucv3qLCiTpLULT5S3ziD7uTWNKZ3V902sa+9/u2bX2h3KbveAwBC15heXZTZ1bc5bUVdoz78Yp/DiQAAQLChoAwAHVR9Y5P+3qw7+Y6z+9Kd3Abuv2Cg+qfGSZJqGpr0/ZfXyOtl9AUAIDS5XEZXZQe6lNmYFgAAnCgKygDQQc1dkae95b7u5JS4SH3zjF7HuAdORlS4WzOmjZTb5Zt9sXRHmZ75fKezoQCgEzDGxBtj0o0x6ZLCvV6v05E6jSnZGfb1j77cp9KqegfTAACAYENBGQA6oPrGJv3jv1vt9Z2T+io6gu7ktjIyM0nfmdTPXv/xnU3aVlzlYCIA6BQekJTvvwwvKipyOE7n0TslVqN7dZEkNXotLVhT4HAiAAAQTCgoA0AH9NKKPBXY3ckRdCe3g3vOH6DB3eMlSfWNXj340ho1MfoCANrSDEkZ/su6tLQ0h+N0LlNyAl3K81cx9gIAABy/kCwoG2PONsa8bozJN8ZYxpibnM4EAMerodGrfxwyO7kf3cntICLMpb9eM0rhbt/oi1W7D+iJT7Y7nAoAQpdlWZWWZRVYllUgyeNyheRLkw7rsuHpinD7vuZr88q1dV+lw4kAAECwCNVnbXGS1ku6V1Ktw1kA4IS8vDJP+Qd8v7qSYyP0zXFZDifqPE5LT9A95w2w1w+9v1lfFvICGwAQehJjwvW101Lt9Xw25wMAAMcpJAvKlmW9ZVnW/1qW9bIkdvcAEDQaGr36W7PZybef3VcxEWEOJup8vnNOP43smShJamjy6v65q+Vp4k8JACD0TMnuaV9/ZVW+vIx6AgAAx8GRgrIx5mpjzCPGmEXGmAr/WIrnjnGfnsaYp40xBcaYemPMTmPMw8aYLu2VGwDa2rzcQHdy19gIXT+e2cntLczt0oxrRioizPcnckNBxSFFfgAAQsWkQd3UNTZCkrS3vE5Ltpc6nAgAAAQDpzqUfyrpu5JGyberc4uMMf0krZR0s6Rlkh6StF2+kRaLjTHJbRcVANqHp4nu5I6if2q8HrxwoL1+9MOtWp9f7mAiAABaX7jbpStGptvreYy9AAAAx8GpgvJ9kgZKSpD0neO4/d8lpUq6x7KsyZZl/ciyrPPkKywPkvTbNksKAO1kfm6e8vY3604eR3eyk759Vl+N6eU7CabRa+n+uatV39jkcCoAAFrX1JzA2Iu31+9VTUOjg2kAAEAwcKSgbFnWfy3L2mJZ1jGHdBlj+kq6UNJOSX/7yod/Lqla0vXGmNhWDwoA7cTT5NUjHwa6k2+d2EexkXQnO8ntMvrLtJGKDndLkjYXVenhD7Y4nAoAgNY1LCNB/VPjJEk1DU16d0Ohw4kAAEBHFwzVivP8/75nWdYhuyJZllVpjPlMvoLzOEkLT/XBjDErj/KhwXV1dfryyy9P9SGOS0lJSbs8Dlof37vg5PT37d3NFXZ3ckKkS+NTPO32+ybYtfX37uacLvr7Ut9jPP7xNg2KrdeQ1Kg2fczOwun/73By2vv7VldX166PB3Q2xhhNycnQn97xPe+Yn5uvq5pt1gcAAPBVTo28OBGD/P9uPsrHD7aL2cMujTFxxphRxphR8v03ZvnXWW2YEwBOSqPX0n/WltnrqcOSFBMeDL+eO4fLhyRqVI9oSZLXkv6yqEh1jd5j3AsAgOAxeVSGjPFd/3RriQrLeSMHAAAcXTB0KCf6/z3abkgHjyc1OzZG0n+brX/pvzwr6aaWHsyyrNFHOm6MWRkVFZUzaNCgI324zbT346H18L0LTk583+au2KO9lb55hUkx4XrgirGKY9zFCWvL792jaVm6+OFFqqpvVF6FR69tt/R/l/P/eGvh92Vwaq/vW1QUZwQAbS09KVpn9kvWZ1tLZVnSq6vzdeekfk7HAgAAHVQotMD530uXPY/ZsqyPLMsyR7jc5ExEADiyxiav/vbfwOzk2yb2pZjcAfXsEqOffn2IvX76sx1asr3UwUQAALSuKc3GXMxbmafj2O4GAAB0UsFQUD7YgZx4lI8nfOV2ABA0Xl1doF2lNZKkxOhw3TC+l8OJcDTTx2bqnEHd7PX3X16j6vpGBxMBANB6Lh7W3d6Idsu+Km0oqHA4EQAA6KiCoaB8cFeqgUf5+AD/v0ebsQwAHVJjk1ePfLjFXt96Vh/FR4U7mAgtMcboj1NHKCHK10G+p6xWv3vrC4dTAQDQOmIjw3TJsO72el5unoNpAABARxYMBeWDs5AvNMYcktcYEy9pgqRaSUvaOxgAnIrXvtKdfOOE3s4GwjGlJUTpl1cOtdfPL92tTzYXO5gIAIDWMyUnMPbi9dUF8jSxCS0AADhchy8oW5a1TdJ7knpLuvsrH/6lpFhJsy3Lqm7txzbGxBtj0o0x6ZLCvV6eUAFoHY1NXj3abHbyt8/qowS6k4PC5FEZumhomr3+4by1Kq/1OJgIAIITz7U7nvH9ktU9wbcRZml1A2+aAgCAI3KkoGyMmWyMecYY84ykH/kPjz94zBjzl6/c5S5J+yTNMsa8aoz5vTHmQ0n3yTfq4idtFPUBSfn+y/CioqI2ehgAnc3rawq0o8T3PlhCVJhuojs5aBhj9NurhqtrbIQkaW95nX79xkaHUwFAUOK5dgfjdhlNzs6w1/Nz8x1MAwAAOiqnOpRHSbrRf7nIf6xvs2NXN7+xv0t5jKRnJJ0h35PPfpJmSRpvWVZpG+WcISnDf1mXlpZ2jJsDwLE1eS09+mGgO/kWupODTkpcpH4zeZi9fnllnt7fSCEEAE4Qz7U7oCk5gYLy+18UqbyGs3AAAMChHCkoW5b1C8uyTAuX3ke4zx7Lsm62LKuHZVkRlmX1sizrXsuyytowZ6VlWQWWZRVI8rhcHX5CCIAgsGBNgbb7u5Pjo8J084Q+DifCybh0eA9dMTLdXv94/jrtr25wMBEABBeea3dMA9PiNTwjUZLU0OjVm+v2OpwIAAB0NDxrA4B21OS1NOvDLfb6lgl9lBhNd3Kw+tWVQ9UtPlKSVFJVr/97fYPDiQAAOHXNu5Tn5+Y5mAQAAHREFJQBoB29sbZA24v93cmRYbqF7uSglhQToT9MGW6vF6wp0Jtr6eQCAAS3y0emK8xlJEkrdu3XrtJW3/8cAAAEMQrKANBOmryWZi0MdCfffFYfJcbQnRzszh+Spmmje9rrn766TsWV9Q4mAgDg1KTEReqcQd3sNZvzAQCA5igot8AYE2+MSTfGpEsK93q9TkcCEMTeXLdX25p1J3+b7uSQ8bPLT1N6YpQkaX+NRz95ZZ0sy3I4FQAAJ29KTuDN0vmr8vi7BgAAbBSUW/aApHz/ZXhRUZHDcQAEq692J980oTfdySEkISpcf7x6hL1+b2ORXllFNxcAIHidNzhVCVFhkqQ9ZbVasWu/w4kAAEBHQUG5ZTMkZfgv69LS0hyOAyBYvbVur7buq5IkxUWG6dtn0Z0caiYO6KZvjcuy1z9/fYP2ltc6mAgAgJMXFe7WZSPT7TWb8wEAgIMoKLfAsqxKy7IKLMsqkORxufhytQbLsrS/usHpGEC78X61O/nM3kqKiXAwEdrKjy8ZoqyuMZKkyrpG/XAeoy8AAMFrak6Gff2NtXtV52lyMA0AAOgoqJCiXXm9lm54epmyf/2+7p2zSvWNPClF6Htr/V5t8Xcnx0a46U4OYbGRYfrz1SNkjG/9yeZizVm+x9lQAACcpJysLuqVHHij9IMvGAEIAAAoKKOdfbatRIu2lEiSXltdoNtmr1RtA0VlhK6vdiffeGZvdYmlOzmUndE3Wbc023DxN29s1J6yGgcTAQBwcowxmpLdbHO+XPYHAAAAFJTRzr7aqffJ5mLd+PQyVdZ5HEoEtK13NhRqc1GgO/nWiX0dToT28P2LBqlvt1hJUnVDk77/8hp5vYy+AAAEn6uyA2MvPt5crOLKegfTAACAjoCCMtpNWXWD3ttQeNjxZTvL9M2nljJXGSHH67U084NAd/INZ/ZWV7qTO4WocLdmTBspl3/0xZLtZZq9eKeTkQAAOClZyTE6vXdXSVKT19LrawocTgQAAJxGQRntZn5unjxNvg69UZlJ+unXh9gfW5tXrulPLNa+ijqn4gGt7t0NhfqyqFKSFBPh1m10J3cq2VlddMekfvb6D+9s0o6SagcTAQBwcqY025xvfm6eg0kAAEBHQEG5BcaYeGNMujEmXVK41+t1OlLQsizrkHEX152eqVsn9tXvrhpub161uahK0x5frLz9zBpF8PN6Lc1sNjv5hvF0J3dG//O1ARqUFi9JqvN49cDc1Wpi9AUAIMhcOqKHIsJ8Lx03FFToy8JKhxMBAAAnUVBu2QOS8v2X4UVF7Gp8snJ379fWfYE5speNSJckfeOMLD08fZTc/vPCd5XWaNpji7W9uMqxrEBreG9jkTb5X2xFh7t128Q+x7gHQlFkmFszrhmpMP/vuNzdB/TUou0OpwIA4MQkRIXrwtPS7PX8VXQpAwDQmVFQbtkMSRn+y7q0tLRj3BxHM2dZoDv58pHpio0Ms9dXjsrQY98arQi378dxb3mdrnl8sTYWVLR7TqA1HN6d3EvJcZEOJoKThmUk6rvn9bfXM97brM1FdHYBAILL1Jye9vVXV+Vzxg0AAJ0YBeUWWJZVaVlWgWVZBZI8LhdfrpNRWefRG2v32uvpYzMPu80Fp6Xp6ZvGKjrcLUkqqWrQtU8sVu7u/e2WE2gt739RpC/2+t4QiQ5367azmZ3c2d19bn8Ny0iQJDU0efXA3DXyNDFGCQAQPCYOSFFKnG98V1FFvT7fVuJwIgAA4BQqpGhzr68pUK2nSZI0KC1eozKTjni7swak6LlbT1d8lK97uaKuUd96ailPVhFULMvSzA8C3cnXj++lFLqTO71wt0t/vWaUfSbGuvxy/eOjbQ6nAgDg+IW5XbpyVPPN+fIdTAMAAJxEQRlt7sVmm/Fde3qmzMFd+I5gdK+u+s9t4+zNy2oamnTzv5brw03Mr0ZweH9jkTb6u5Ojwl26bSLdyfAZmBav+y4YaK9nLdyiDQXlDiYCAODEXJUdKCi/s75QVfWNDqYBAABOoaCMNrWhoFxr83wFk4gw1yFPQo9mWEai5t4xXt0ToiRJ9Y1e3T57pd5YW9CmWdEyr9fS2+v26sXlu1Xn7zjHoSzr0NnJ14/rpW7xdCcj4Paz+yo7y3eWRqPX0gNz16i+kf+fAHROxph4Y0y6MSZdUrjXyyigjm5oeoIGpcVLkmo9TXpnfaHDiQAAgBMoKKNNzW3WnXzx0O5Kiok4rvv1T43TS3eOV2bXaEm+wss9/1l1yOdD+ymtqtctzy7Xd57P1Q/nrdPFD3+ixdtKnY7V4Sz8Yp82FAS6k28/u5/DidDRuF1GM6aNVFS478/vpsJKzWr2JgQAdDIPSMr3X4YXFXFGWkdnjNGUnOZjL/IcTAMAAJxCQRltps7TpFdWBWarXXuEzfhaktk1Ri/dcab6p8ZJkryW9IN5a/X0pztaNSda9vm2El0yc5E++rLYPraztEbXPblEP56/VuW1HgfTdRyWZenhhZvt9TfPoDsZR9a3W5x+cNFge/2Pj7ZpFRuQAuicZkjK8F/WpaWlORwHx2NydoZc/gl2i7eXKv9ArbOBAABAu6Og3AJOwzs176wvVEWdb65aVtcYjeubfMKfo3tilObeMV7DMhLsY796Y6MeWbhFlmW1WlYcrrHJq7++v1nffGqp9lXW28djItz29f8s26ML/voxpztK+nDTPq3P93UnR4a5dMckZifj6G46s7fO6NNVku/NsgdeWsMoGQCdjmVZlZZlFViWVSDJ43Lx0iQYpCVEaUL/FEmSZUmvrmJzPgAAOhuetbWM0/BOwX+W7bavTx+bKZfr6JvxtaRrbIReuG2cxvTqYh+b8f5m/eGdTRSV28je8lp948mlmrVwiw5+iZNjI/TMzWP13wfP0UVDAx1E+yrrdedzK/Wd51ZqX2WdQ4md9dXZyd88o5dS46McTISOzuUy+su0kYr1v0Gzvbhaf3n3S4dTAQBwfKbm9LSvz8/N4zk5AACdDAXllnEa3knaXlylpTvKJPlmhl49uucx7tGyhKhwzf726Zo4IMU+9vjH2/XTV9fL6+UJbGv6YGORLpm5SMt2ltnHzuyXrLfunahzBqUqLSFKj18/Rv/4Zs4hIx3eXl+or834WHOX7+l0Lyr+++U+e/PJyDCX7qQ7Gcchs2uM/vfrQ+z1Pz/boWU7ylq4BwAAHcOFQ9PsN0W3FVfbz4MAAEDnQEG5BZyGd/Lmrghs0HGuvwh5qmIiwvTUjWN04WmBwv7zS3frgZfWqLGJcSSnqr6xSb9asFG3zl6hAzW+ucguIz1wwUD9+9tnHPY9vGR4D31w3yRdMybwZkFFXaN+MG+tvvnUUu0qrW7X/E6xLEszPwh0J193epZSW+HnHZ3DN07Pst8osyzpwZfWqLq+0eFUAAC0LCYiTJcM72Gv2ZwPAIDOhQopWp2nyauXVwaeVJ7oZnwtiQxz62/fzNHkUen2sVdW5evuF3JV38j80ZO1s6RaV/9jsZ7+LLDhYY/EKM25fby+d/4AuY8yriQxJlx/unqknr/1DGV1jbGPf76tVBc9/Ime+GRbyBf7P9pcrDX+rpyIMJe+c04/hxMhmBhj9KerRyg+KkyStLusRn94e5PDqQAAOLYpORn29dfXFKihMbSf8wEAgAAKymh1H27ap5Iq3yZuqfGROmdQt1b9/OFul/56zSh944ws+9i7G4p067MrVNNAZ9+Jem11vr4+a5HW5QdOVfzakDS9dc9Ene7fNOxYJvRP0bv/c7ZuP7uvvet3ncer3721SVf9/XNtLKhoi+iO+2p38jdOz2qVbnx0Lj0So/Xzy4fa638v2aVPt5Q4mAgAgGMb1ydZ6Ym+5z37azz66Mt9DicCAADthYIyWt2cZpvxTRvTU2Hu1v8xc7mMfjt5mG4/OzCrdtGWEt349DJV1Hla/fFCUU1Do37w8hrdO2e1qht83d0Rbpd+fvlpevKG0eoSG3FCny86wq3/vXSIXr17ggZ3j7ePr8sv1xWPfqo/v7tJdZ7Q6iL/eHOxVu85IMn3tbtzEt3JODlTczL0tSGBcT4/eHkNv8sAAB2ay2V0VbMu5fm5+Q6mAQAA7YmCMlpVwYFafby52F5PH5PVwq1PjTFGP75ksO6/YKB9bPnO/frmk0tVVt3QZo8bCjYVVuiKRz87ZNZ17+QYzb/rTN08oY+MOfKIi+MxomeSFnzvLH3/okGKCPP9imn0Wvrbf7fp0pmLtHR76Snn7wgsy9LMhc1nJ2eqeyLdyTg5xhj9bsowJcWES5IKyuv0mzc2OpwKAICWXZUd2Etj4aYiHajhOTgAAJ0BBWW0qpdX5slr+a5P6J+srOSYlu9wiowxuuf8AfrZZafZx9bll2v644tVVFHXpo8djCzL0vNLd+nKRz/T1n1V9vHJo9L1xj0TNSwjsVUeJ9zt0t3n9tfb907U6b0DYzO2l1Rr+hNL9JNX1qkyyLsvF20p0ardzbqTmZ2MU5QaH6VfXznMXs9dkacPNxU5mAgAgJb1T43TyMwkSZKnydKCtXsdTgQAANoDBWW0Gq/X0ovL99jr6WPbrjv5q759Vh/9cepwHWys3bKvStMeW6w9ZTXtlqGjK6/16LsvrNJPXlmvev+mKdHhbv3p6hF6aPooxUWGtfpj9usWpzm3j9NvJg875PM/v3S3LvjrJ/pgY3AWyyzL0sMfbLbX08dmqkditIOJECouH5mur4/oYa9/OG8d3V4AgA5t6iFjL/JauCUAAAgVFJTRaj7bVqL8A7WSpKSYcF14Wtox7tG6po/N0qxrsxXm3xVud1mNpj22+JBO3M5q1e79+vqsRXpzXaBrZHD3eC343gRdMybzlEZcHIvLZfStcb30/v1n62tDUu3jhRV1unX2Ct39Qq6KK+vb7PHbwqdbS5Tr704Odxt9h+5ktKJfXzlMKXG+GebFlfX6+esbHE4EAMDRXTYiXeFu33PJVbsPaHsxz70BAAh1FJTRauY0606+KjtDUeHuds9w+ch0PX79aHt2b2FFnaY/vlgbCsrbPUtH4PVaevzjbZr22GLl7a+1j39rXJZevXuC+qfGt3Dv1tUjMVpP3jBGj34j2y6WSdKba/fqa3/9WC+vzJNlWe2W52RZlqWZHwRmJ08fm6n0JLqT0Xq6xkbod1cNt9evrS7Q2+s4hRgA0DF1jY3QuYMCTQOvrGJzPgAAQh0F5RYYY+KNMenGmHRJ4V6v1+lIHVZpVb3e21Bor69tx3EXX3X+kDQ9c9NYxUT4Ctql1Q267oklWrlrv2OZnFBSVa+bn1mu37+9SY3+wdbxUWH6xzdz9JvJwx0p+BtjdNmIdL1/3yRNzQls4lJe69GDL63RDU8v6/BjSj7bWqoV/p8lX3dyf4cTIRRdOLS7pjQ7hfhH89dpR0m1g4kAADi6Kc2e183PzZfX2/GbBAAAwMmjoNyyByTl+y/Di4qCc95re3hlVb48Tb4njtlZSRrUvf06X4/kzP4peu7WM5QQ5ZvbW1HXqOv/uVSfby1xNFd7+XxriS6ZuUgfby62j2VnJemteybqkuE9Wrhn++gSG6EZ14zU7FtOV88uge7eRVtKdOFDn+ipRdvV1AFfiFiWpZkLA7OTp43JVAbdyWgjP798qHokRknyvely2+wVQb+ZJQAgNJ07uJuSYsIlSfkHarVsZ5nDiQAAQFuioNyyGZIy/Jd1aWntOxM4WFiWdci4i2vHZjqYJiAnq4v+WgrvBQAAIABJREFUc/s4Jcf6xivUNDTppmeWB+1GcMejscmrGe99qW/+c+khc4nvnNRPc+8Yr8yuMQ6mO9zZA7vpvfvO1rfP6iP/6GvVepr0mze/0JR/fK5NhRXOBvyKxdtKtXxnoDv5LmYnow0lRofrsW8FRvhs3Vel/5mzukO+2QIA6Nwiw9y6fES6vWZzPgAAQhsF5RZYllVpWVaBZVkFkjwuF1+uI8ndvd/e+C42wq3Lmj2ZdNrQ9ETNvXO83eXX0OjVnc+t1OtrChxO1voKDtTquieX6JEPt+rgKOLk2Ag9e8vp+tElgxXu7pg/vzERYfrZZadp/l0TNCgt0Nm+Zs8BXTbrU81470vVNzY5mNDHsiw93Gx28tWjM9WzS8cq0CP0jMxM0p+mjrDXCzft04z3vnQwEQAAR9Z8VNNb6wpV2+D88zcAANA2OmaFCUFlzrJAd/LlI9MVGxnmYJrD9esWp7l3jFevZF/xr9Fr6d45qzRn2W6Hk7We9zcW6dJZi+zuWUma0D9Zb987UZMGdnMw2fEblZmkBd87Sw9cMFAR/uJ3o9fSIx9u1aUzF2mFw6dOLt5eap++GeaiOxntZ3J2hu44u6+9/vtH2/TaajY8AgB0LKMyk9Q3JVaSVFXfqPc2Fh7jHgAAIFhRUMYpqazz6I21e+31tac7txlfSzK7xuilO8ZrYFqcJMmyfJtc/fPTHQ4nOzX1jU36xesbdNvsFTpQ45ut6nYZPXjhQM2+5QylJkQ5nPDERIS59L3zB+ite8/SmF5d7OPbiqs17fHF+r/X1quqvtGRbDObdSdPG9Ozw40PQWj7wcWDdc6gwJtDP3h5rdbllTuYCACAQxljDulSnp/Lm58AAIQqCso4Ja+vKVCtx3c62+Du8RrZM9HhREeXmhClObeP1/CMQMZfv7FRMz/YIssKvpmkO0qqNeXvn+uZz3fax9ITozTn9nH67nkD5D44lDgI9U+N19w7xutXVw5VbIRbku9NgNmLd+mCv36sDze17xzsxdtKtXRH8+7k/u36+IDbZTTrumz17ebr/Kpv9Or2f6/Qvso6h5MBABAwOTtQUF60pVj7Kvg7BQBAKKKgjFPyYrPN+KaPzZQxHbuI2TU2Qs/fdobG9g50vz70wWb9/u1NQVVUfnVVvi6btUgbCgKb1l1wWpreuneixvbu6mCy1uNyGd0wvrfeu3+Szm3Wmbm3vE63PLNC985ZpdKq+hY+Q+uZuXCzfX1qDt3JcEZCVLieumGM4qN8Y4X2ltfpzn+v7BAzxgEAkKSeXWI0rq/vuajXkl5bHXr7lgAAAArKOAUbCsq11n/KdUSYS1c160joyBKiwjX7ljM0cUCKfeyJT7brJ6+uV5O3YxeVaxoa9eBLa/Q/L65WtX+jkwi3S7+4/DQ9cf1oJcVEOJyw9WUkRevpm8Zq5rWj1DU28N/32uoCfe2vH+uVVXlt+mbA0u2lWrLd153sdhndfS7dyXBO325xeuS6bB08ASF39wH97NX1QfWGGAAgtE3J6Wlfn5eb52ASAADQVigo46TNbdadfPHQ7kFVzIyOcOupG8fooqFp9rEXlu7W/XNXy9PkdTDZ0X2xt0KXP/KpXl4ZeGLeJyVW8+86UzdN6NPhu8NPhTFGV47K0Af3TzrkjYv9NR7d9+Ia3fSv5crbX9Mmjz1zYWB28tScDGUl050MZ50zKFU/vmSIvZ67Iu+Q0TcAADjpkmHdFRXue5m5qbBSG5udUQcAAEIDBWWclDpPk15ZFdho49qxmQ6mOTmRYW797Rs5mtKsQPna6gLd9XxuhzqF3LIs/XvJLl35t8+0rbjaPn5VdoYWfO8sDcvouHOrW1vX2Ag9NH2Unrl5rDKSou3jH28u1oUPfaJ/fbajVbvMl+0o0+fbSiX5upO/e+6AVvvcwKm4dWKfQ353/ebNL/TplhIHEwEA4BMfFa6Lhna316+soksZAIBQQ0EZJ+Xt9XtVUdcoSeqVHKNxfZMdTnRywtwu/WXaSH1rXJZ97P2NRbr12RWqaWh0MJlPea1Hdz2fq5+9ul4Njb7O6ehwt/4ybaQemj5KcZFhDid0xjmDUvXufWfrpjN762Bjdk1Dk365YKOufuxzbS6qbJXHaT47+apsupPRcRhj9LspwzUyM0mS1OS1dPcLudpZUn2MewIA0Paaj714dXWBGjvoGYAAAODkUFDGSZmzLDDu4poxmXK5gnfcgstl9Osrh+mOSX3tY4u2lOj6fy5Tea3HsVy5u/fr0pmL9Pb6QvvY4O7xWvC9s3T16J4t3LNziIsM0y+uGKqX7zxTA1Lj7OOrdh/Q12ct0kPvbz6lTvPlO8v02dbm3cnMTkbHEhXu1hPXj1ZqfKQk3xtQt81eoco6535vAQAgSRP6Jdt/n4or6/XpVs6iAQAglFBQxgnbXlylpTsCm5SFQnHTGKMfXTxY379okH1s5a79+saTS1RaVd+uWbxeS//4aJumPbZY+Qdq7ePXj+ulV++eoP7NiqeQRvfqojfuOUv3nj9A4W7fGxueJkszF27RZbM+Ve7u/Sf1eWd+EJidPHlUhnqnxLZKXqA1pSVE6YkbxigizPfnfMu+Kt334mp5O/gGowCA0Bbmdmlys9FM83PzW7g1AAAINhSUW2CMiTfGpBtj0iWFe72cqiX5NoA66NxBqUpLiHIwTesxxujuc/vr55efZh/bUFCh6U8sUWF5XbtkKK6s143/WqY/vrPJngWcEBWmx76Vo19PHqaocHe75Ag2kWFu3XfBQL15z0RlZyXZx7fsq9LUf3yuX7y+QdX1xz/CZOWuMruTxmWk755HdzI6rlGZSfrDlOH2+oMv9mnG+186mAgAAB2ykfK7Gwo5gwYAgBBCQbllD0jK91+GFxUVORzHeZ4mr15eGSgoB+NmfMdy84Q++tPUETo4xWPrvipNe/xz7SmradPH/XRLiS6dtUiLmm2slZOVpDfvmaiLh/Vo08cOFQPT4vXynWfq55efppgIX/HdsqRnPt+pCx/6RB99ue+4Ps/DzbuTszPUh+5kdHBTcnrq9rMDY3v+9t9tWrCmwMFEAIDObkiPBA3pkSBJqm/06u11hce4BwAACBYUlFs2Q1KG/7IuLS3N4TjOW/jFPpX4R0CkJUTqnEHdHE7UNq4Zm6lZ12UrzF9V3lNWq6sf+1xb97XOZm/NNTZ59ed3N+n6p5equDIwXuM75/TTi3eMV2ZXNoI7EW6X0c0T+ui9+87W2QMDP5/5B2p107+W674XV6usuuGo91+5a79d1HcZ6XvnDWjzzEBr+OHFgzWp2c/8919eo/X55Q4mAoCWcTZg6JuaE+hSnpeb18ItAQBAMKGg3ALLsiotyyqwLKtAksfl4sv14vLd9vVpozMV5g7dr8llI9L15A1jFOmfTVpUUa9rHl/SqgWa/AO1uvaJJfrbf7fJ8o88TYmL0OxbTtcPLx6s8BD++ra1nl1i9OzNY/XQ9JHqEhNuH39lVb4u+OvHem11vizr8DmzMxcGupOvHEV3MoKH22U067ps9fX/zNZ5vLpt9opD3qgCgA6GswFD3BWj0u2z/pbuKGvzM/4AAED7oFqF41ZwoFYfby6219eMCb1xF1917uBUPXPz6Yr1j08oq27QdU8u0cpdZaf8ud/dUKhLZy7Sil2BTePO6p+it+6deEhnLU6eMUZXZffU+/dP0hUj0+3jpdUNunfOan372RUqaLbx4abiOn3i/xlndjKCUWJ0uJ68cYzio8IkSXvL6/Sd51aqvrHJ4WQAcEScDRjiUuOjDnle++oqNucDACAUUFDGcXt5ZZ78+8RpQv9kZSV3jlEM4/sl67lbz1BitK/LtbKuUd96apk+bTbr+ETUeZr0i9c36I5/r1R5rW9zErfL6PsXDdLsW05XanxobHLYkaTERWrWddl6+qYxSk8MfH0/3LRPF/z1Y81evFNey9JzqwJvFFwxMl39usU5kBY4Nf26xWnWddky/o6wFbv26+evbThiRz4AOImzATuHKTk97evzVx35DDEAABBceNaG4+L1Wnpx+R57PX1sloNp2l92VhfNuX2cUuIiJEm1nibd8sxyvb/xxE7N3F5cpSl//1zPfL7TPpaeGKUXbx+nu8/tL9fBcwLRJs4bnKb37p+kG8b3so9VNzTp/17boO++vkfL832nYRojfZfZyQhi5w5K1Y8uHmyv5yzfo9mLdzmYCADQWV14WpriI31nzuwoqdaqPQccTgQAAE4VBWUcl0+3lijfPxogKSZcFw3tfKckDumRoLl3jLc7XBuavLrzuZV6bfXxnbo3PzdPlz3yqTburbCPXXhamt66d6LG9O7aJplxuLjIMP3qymF6+c7x6tctMB95W1lgo77LR6SrfyrdyQhut5/dV1dlBzZD+tUbG/XZ1pM7swIAgJMVFe7WpcN72Ov5bM4HAEDQo6CM49K8O3lKdk9FhrkdTOOcvt3iNPfO8ertH/fR5LX0Py+u1n+W7T7qfarrG/XA3DW6f+4a1TT45phGuF365RVD9fj1o5UUE9Eu2XGoMb276s17Juqe8/orrFlnuDHSPeczOxnBzxij308ZrpE9EyX5fl/d/UKudpeyIRIAoH1NyQm8wblgzV5m+wMAEOQoKOOYSqvq9d7GQns9fWzob8bXkp5dYjT3jvEalBYvSbIs6cfz1+mpRdsPu+3Gggpd/uinmtesE6NvSqxeuftM3XhmbxnDiAsnRYW7df+Fg/TGPWdpSDdf5/kdZ/dT/9R4h5MBrSMq3K3Hrx+j1PhISdKBGo9unb1cVfWNDicDAHQmY3t3Vc8u0ZKk8lqP/rtpn8OJAADAqaCgjGN6ZVW+PE2+zTOys5I0qDvFttSEKM25fZzd+SdJv3nzCz30/mZZliXLsjR78U5N/vtn2l5cbd9mSk6GFnzvLA1NTzzCZ4VTBndP0MOX9dRr1/fVjy4ZfOw7AEGke2KUHrt+tCLcvj/5m4uqdN+Lq+X1sikSAKB9uFxGU5qNYZqXe3wj4wAAQMdEQRktsixLc5qNu7i2k3cnN9clNkLP3XqGTu8TmH88c+EWPba0RL/+sFD/99oGNTR6JUkxEW7NmDZSf71mlGL9m5Kg44kK41ciQlNOVhf9bspwe/3+xiI99MFmBxMBADqbq3J62tf/u2mfyqobWrg1AADoyKieoEW5u/dr674qSVJshFuXjUh3OFHHEh8VrmdvPl2TBnazj736Rbk+2x3oSh7SI0ELvneWpo7ueaRPAQDt4urRPXXrWX3s9SMfbtUbawscTAQA6Ez6pMQqJytJktTotbRgDX+DAAAIVhSU0aL/LAt0J18xKp3u2iOIjnDryRvG6JJh3Q/72I3je+mVu85Uv25xDiQDgEP96JLBmjggxV4/+NIarc8vdzARAKAzmdKsS3l+sz1GAABAcKGgjKOqqPPozbV77fX0sVkOpunYIsJceuS6bE0f4xsJEhfh0mPfGq1fXjlMUeFuh9MBgE+Y26VHr8tRn5RYSVKdx6vbZ69QSVW9w8kAAJ3BZSN62DP91+SVa+u+SocTAQCAk0FBGUe1YE2Baj1NkqTB3eMP2YAOhwtzu/THq0foX1N76YXpvXXxETqWAcBpiTHhevKGMYr3n3FSUF6n7zy30p75DgBAW0mKidD5Q1Lt9Xw25wMAIChRUMZRvdhsM77pYzNljHEwTfBITwhXJJu7AejA+qfGadZ12Tr4a335zv36+evrZVmWs8EAACGv+diLV1bly+vlbw8AAMGGqheOaENBudbm+eZqRoS5dFV2hsOJAACt6dzBqfrhxYPt9X+W7dG/l+xyMBEAoDOYNLCbusZGSJL2ltdpyfZShxMBAIATRUG5BcaYeGNMujEmXVK419t5Tgdu3p18ybDuSoqJcDANAKAt3HF2X00elW6vf7lgoz7fVuJgIgBAqIsIc+mKkYG/PfMYewEAQNChoNyyByTl+y/Di4qKHI7TPuo8TXplVeCJ3fSxmQ6mAQC0FWOM/jB1hEb4Z+Q3eS3d/XyudpfWOJwMABDKpuQEzn58e/1e1TQ0OpgGAACcKArKLZshKcN/WZeWluZwnPbx9vq9qqzzPanrlRyjcX2SHU4EAGgrUeFuPX79aKXERUqS9td4dNvsFaqq58U9AKBtDM9IVP/UOElSTUOT3t1Q6HAiAABwIigot8CyrErLsgosyyqQ5HG5OseXa86ywLiLa8ZkyuViMz4ACGU9EqP1+PWjFeH2/Z37sqhS97+4mo2SAABtwhhzSJfyfMZeAAAQVDpHhRTHbXtxlZbuKJMkuV1G00b3PMY9AAChYHSvLvrtVcPs9Xsbi/Twwi0OJgIAhLLJozJk/H0rn24tUWF5nbOBAADAcaOgjEPMXZFnXz9vcKpSE6IcTAMAaE/TxmTqlgl97PWshVv05tq9DiYCAISq9KRondnPN1rPsqRXV9OlDABAsKCgDJunyauXVwYKyteyGR8AdDr/e+lgTRyQYq8ffGmNNhSUO5gIABCqpmQHzoactzJPlsWoJQAAggEFZdgWfrFPJVX1kqS0hEhNGtjN4UQAgPYW5nbp0ety1Ds5RpJU62nS7bNX2n8fAABoLRcP667ocLckacu+Km0oqHA4EQAAOB4UlGF7cflu+/q00ZkKc/PjAQCdUWJMuJ66cYziIsMkSfkHanXXc7lqaPQ6nAwAEEpiI8N0ybDu9prN+QAACA5UDCFJKjhQq483F9vra8Yw7gIAOrP+qfGaee0oe8OkZTvL9IsFG5wNBQAIOVNyAmMvXl+TL08Tb14CANDRUVCGJOnllXny+keWndU/RVn+U50BAJ3X+UPS9P2LBtnrF5bu1r+X7HIwEQAg1Izvl6zu/o3AS6oatGhL8THuAQAAnEZBGfJ6Lb24fI+9ns5mfAAAv+9M6qcrRqbb61++vkGLt5U6mAgAEErcLqMrswN/Z+Yx9gIAgA6PgjL06dYS5R+olSQlxYTrwqFpDicCAHQUxhj9ceoIDc9IlCQ1ei3d9fxK7SmrcTgZACBUTMkOjL14f2ORyms9DqYBAADHQkEZh3QnT8nuqcgwt4NpAAAdTXSEW0/cMFopcZGSpP01Ht02e4Wq6xsdTgYACAWDusdrWEaCJKmh0au31u11OBEAAGgJBeVOrrSqXu9tLLTX157OuAsAwOF6JEbr8etzFOH2PXXYVFip++eulvfgAH4AAE5B8y7l+bl5DiYBAADHQkG5k3tlVb48Tb5iQE5WkgamxTucCADQUY3u1VW/mTzMXr+7oUgzF25xMBEAIFRcMSpdbpeRJC3fuV+7SqsdTgQAAI6GgnInZlmW5jQbd3Ht2CwH0wAAgsE1YzN184Te9nrmwi16m1OTAQCnKCUuUucM7GavX1nF5nwAAHRUFJQ7sZW79mvrvipJUmyEW18f0cPhRACAYPCTS4forP4p9vr+uWu0saDCwUQAgFAwJaf52It8WRZjlQAA6IgoKHdizbuTrxiVrtjIMAfTAACCRZjbpUe/ka1eyTGSpFpPk26bvUKlVfUOJwMABLPzh6QqPsr3mmR3WY1W7trvcCIAAHAkFJQ7qYo6j95cGzhFeTrjLgAAJyApJkJP3jBGcf43I/MP1Oqu53PlafI6nAwAEKyiwt26bES6vZ6Xy9gLAAA6IgrKndSCNQWq9TRJkgZ3j9fInokOJwIABJuBafF6ePooGd8eSlq6o0y/XLDB2VAAgKA2NSfDvv7G2gLV+V+zAACAjoOCcif14iGb8WXKHKwGAABwAr52WpoevHCQvX5uyW49t2SXg4kAAMFsdK8uyurqG6lUWdeohV/sczgRAAD4KgrKndCGgnKtzSuXJEWEuTQ5O+MY9wAA4OjuOqefLmu2sesvXt+gJdtLHUwEAAhWxhhNadalPD83z8E0AADgSCgod0LNu5MvGdZdSTERDqYBAAQ7Y4z+fPVIDctIkCQ1ei3d9Xyu9pTVOJwMABCMpmT3tK9/tLlYJWz6CgBAh0JBuZOp8zTplVWBzS2mj810MA0AIFRER7j1xPVjlBLne5OyrLpBt81eoer6RoeTAQCCTVZyjMb27iJJavJaen11gcOJAABAcxSUO5m31+9VZZ3vxX2v5BiN65PscCIAQKhIT4rWY98arXC3by7/psJKPfjSGnm9lsPJAADBZkpOoEt5/irGXgAA0JFQUG6BMSbeGJNujEmXFO71ep2OdMrmLAuMu5g+NlMuF5vxAQBaz5jeXfWbycPs9dvrC/XIh1sdTAQACEaXDu+hiDDfy9X1+RX6srDS4UQAAOAgCsote0BSvv8yvKioyOE4p2Z7cZWW7iiTJLldRlc3e9cfAIDWMn1slm46s7e9fuiDzXpnfaFzgQAAQScxOlwXnJZmr+lSBgCg46Cg3LIZkjL8l3VpaWnHuHnH9uKKQHfyeYNTlZoQ5WAaAEAo+8nXh+jMfoGxSvfPXa1NhRUOJgIABJupORn29VdX5auJEUoAAHQIFJRbYFlWpWVZBZZlFUjyuFzB++XyNHk1b2XgXf1r2YwPANCGwt0u/e0bOcrqGiNJqmlo0q3PrlBZdYPDyQCcKmPM2caY140x+cYYyxhzk9OZEJomDuhmb/ZaVFGv1XtrHU4EAAAkCsqdxsIv9qmkyvciPi0hUpMGdnM4EQAg1HWJjdBTN45RbIRbkpS3v1Z3Pb9Snqbg35MA6OTiJK2XdK8kKnxoM+Ful64YGehSXriNOcoAAHQEFJQ7iReX77avXzMmU2FuvvUAgLY3MC1eD00fZa+XbC/TrxZsdDARgFNlWdZblmX9r2VZL0viHSK0qSnNxl58uqtKNR5+5AAAcBpVxU6g4ECtPt5cbK+vGcO4CwBA+7lwaHc9eOFAe/3vJbv0wtLdLdwDQHPGmKuNMY8YYxYZYyr8YyaeO8Z9ehpjnjbGFBhj6o0xO40xDxtjurRXbqA1DE1P0KC0eElSfaOlz3ZWOZwIAABQUO4EXlqRp4P7V5zVP0WZ/nmWAAC0l7vP7a+vj+hhr//vtfVaV8iZ8sBx+qmk70oaJSn/WDc2xvSTtFLSzZKWSXpI0nb5RlQsNsYkt3B3oEMxxhzSpfwBYy8AAHAcBeUQ1+S1NHfFHns9nc34AAAOMMboz1eP0Gk9EiRJjV5Lv/5voYqqPA4nA4LCfZIGSkqQ9J3juP3fJaVKuseyrMmWZf3Isqzz5CssD5L02+Y3Nsb8xt/13NLlnP9n777DoyrTN47f70waKYQSSKOGFiChN0FARBBB17K6YlvF9tt17ejqrq6rq+u6uliwd9aGFTsgRaqAdAg9lFCSkBBKGulzfn9MOEFXQpHkZCbfz3WdK/OcmWHukMCc88x73vf0fkvAibuoZ7xcxnt7TWaR0g/xgSQAAE6ioeznftiaYx9wNQ4N1Miu0Q4nAgDUV6FBAXr92j5qGhYkScotrtDDszNVXFbhcDKgbrMsa45lWamWZVnHe6wxJkHSSElpkl782d1/l1Qo6RpjTNhR+5+V1Pk429Jf+W0Apyy6YYgGtY+SJFmSnpy+SfnFfCAJAIBTApwOgJr10bKq0cmX9Gqh4AC3g2kAAPVdfKMGeuWa3rry9SUqq7C0/UCp3l28UzcNSXA6GuAvzq78OsOyrJ+sXmZZVr4x5gd5G84DJM2u3J8jKac2whljVhzjrsTi4mJt3ry5NmIoJ6dWvl2cRgNj3VqQ6r395eoMLdicpRv7RunshHAZY5wNh+Pi35zv4mfnm/i5+a7a/tkVFxef0vMYoezH9heUaMaGvXbNdBcAgLqgb5smum9Uol2/MGercosYaQacJp0qv245xv2VLTl1PMb9x2WMCTfG9DDG9JD3fKJVZd3qVP9M4HiGtg1Xn5hAuz5QVKEn52fpnmnp2n6gxMFkAADUP4xQ9mNTVqarrMJ7ZWSvVo3UsXJ1ZAAAnPb7M9rozfmpyswvV25RmV6Zt+0nTWYApyyy8mvuMe4/sr/Rr3iNPpLmHFU/Urn9V9J11T3Rsqzev7TfGLMiJCSkV6dOnX7p7hpT26+HX+cxI83bUaC3Vh1SVp63ibwuq1i3fr1H1wxorbtGdFRkg8Dj/ClwEv/mfBc/O9/Ez8131dbPLiQk5JSexwhlP2VZlj5ctsuux/ZlwAgAoO4ICnDpul5N7fqthTu0N/fULrcCcFKOzA1w3PmYj8WyrLmWZZlf2K47PRGBX2aM0VkJEZo9/iz935AEBVSu1FfhsTRpUZqGT5irT5bvlsdzyr/eAADgBNBQ9lMrdh7Utn2FkqSwILfGdIt1OBEAAD81pG242jcNliSVlHv07KxjXaEP4CQcGYEceYz7G/7scYDPCQ8O0F9Gd9b0O4fozMrF+iQpp6BU9366Vpe+skjr0vkVBwCgptBQ9lMfHrUY3296xCksmNlNAAB1i8sY3dCnapTyx8t3a2t2gYOJAL9wZFW7Y82R3KHyK5/gwOe1bx6ud2/op5eu6qXYyKpLdlfuOqTfvLBQf/tinXIPM0c/AACnGw1lP5RXXKZv12baNdNdAADqql5xofboMo8lPfXdJocTAT7vyNzGI40xPznWN8ZESBokqUjSktoOBtQEY4xGJ8dq9vihuuWsdgp0e6fB8FjSu0t2atiEufpo2S6mwQAA4DSioeyHvl6ToaKyCklSYkyEurU41hWPAAA47+jF+L5bn6UVOw86mAbwbZZlbZM0Q1IbSX/62d2PSAqT9I5lWYW1HA2oUaFBAfrzqER9d+cQDenYzN5/oLBU932WootfXqS1ew45mBAAAP9BQ9kPfbi0arqLsX1byhhTzaMBAHBWcotIXdA9zq7/PW2TLIuRZMARxpiLjDGTjDGTJN1fufuMI/uMMf/52VNukZQtaaIx5gtjzL+MMd9LukveqS4eqLXw1TDGRBhj4owxcZICPR6P05HgBxKaheu/4/rqlat7K75RA3v/mt2HdOGLP+gvU1Kq07CCAAAgAElEQVR0sLDUwYQAAPg+Gsp+Zl16rlIqF6AICnDpop7xDicCAOD47hnZUQEu7wegS9MO6PtN2Q4nAuqUHpKurdzOrdyXcNS+S49+cOUo5T6SJknqL2m8pHaSJko6w7Ks/bWS+vjGS0qv3JKzsrIcjgN/YYzRqKQYzbp7qG47u72C3N7TXsuSJi/dpWET5ur9H3eqgmkwAAA4JTSU/czHy6tGJ5+XFKNGoUEOpgEA4MS0bhqmq/pXzfn/7+mbONEHKlmW9bBlWaaarc0vPGe3ZVnjLMuKtSwryLKs1pZl3WFZ1gEHvoVjmSApvnJLiY6OdjgO/E2DILfGj+ykGXcN0dmJze39hw6X6YHP1+miF3/Qql1MswQAwMmioexHissq9PmqdLtmMT4AgC+5bXgHhQW5JUlbsgo0ZeUehxMBqEmWZeVblpVhWVaGpDKXi1MT1Iw2UWF667q+euP3fdSySdU0GCnpubr4pUW679O12l9Q4mBCAAB8C0dtfmTaukzlF5dLkto0DdWAhCYOJwIA4MRFhQfrpiEJdv30zC0qrlxkFgCAX+ucLtGaeddQ3XlOBwUHVJ0Kf7R8t4b9Z67eWZzG1TEAAJwAGsp+ZPJRi/H9jsX4AAA+6MbBCYoK907XlJlbrHcWpzmaBwDgX0IC3brznI6adfdQndO5apqVvOJyPfTlel3w/EKt2FmXZoYBAKDuoaHsJ7bvK9DSHd4DH7fL6NJeLRxOBADAyQsPDtBtZ3ew6xfnbFNuUZmDiQAA/qhlk1C9cW0fvX1dX7VuGmrv35CZp9++vFjjP16jfflMgwEAwC+hoewnPjpqMb6zE5urecMQB9MAAHDqrujXSq2aeE/uc4vK9Mq8bQ4nAgD4q2GJzfXdnUN0z8iOCgmsOj3+bOUenf2fuXr7hx0qr/A4mBAAgLqHhrIfKKvw6LMVVQsXXdGvpYNpAAD4dYICXLrn3E52/dbCHdqbW+xgIgCAPwsJdOvWszto1t1DNaprjL0/v6Rcj3y9Qec/v1A/bt/vYEIAAOoWGsp+YPbGbOUUlEqSYhqGaEiHZg4nAgDg1zk/OVZJ8Q0lSSXlHj07a4vDiQCcbsaYCGNMnDEmTlKgx8MoUDirReNQvXJNb71zfT8lRIXZ+zftzdflry3RnR+uUnYeH3ACAEBD2Q98tGyXffuyPi0U4ObHCgDwbS6X0f2jOtv1x8t3a2t2voOJANSA8ZLSK7fkrKwsh+MAXkM6NtO0Owfrz6M6qUGg297/xeoMnT1hnt5YsF1lTIMBAKjH6Dz6uIxDRZq3ZZ9d/64P010AAPzDmR2iNLhDlCTJY0lPTt/scCIAp9kESfGVW0p0dLTDcYAqwQFu3XJWe80eP1RjusXa+wtKyvXYtxs1+rkFWryNaTAAAPUTDWUf98nyPfJY3ttnto9Syyah1T8BAAAfct+oRPv2jA1ZWrHzgINpAJxOlmXlW5aVYVlWhqQyl4tTE9Q9cY0a6MUre+n9G/urffNwe39qdoGueH2Jbpu8inn+AQD1DkdtPqzCY+nj5bvteiyL8QEA/ExSfKR+0z3Orp+YtkmWZTmYCABQHw1qH6Wptw/WX0cnKiyoahqMr9dk6OwJc/XKvG0qLWcaDABA/UBD2Yf9sDVH6YeKJEmNQwM1oguXCQIA/M89Izsp0G0kScvSDur7TdkOJwIA1EdBAS7dPKSdZo8/6ycfdh4urdAT0zbpvOfma2FqjoMJAQCoHTSUfdhHy6pGJ1/Sq4WCA9zVPBoAAN/UqmmoruzXyq7/PX2TKjyMUgYAOCMmMkQTr+ipyTcNUMfoqmkwtu0r1NVv/qhb3l+hjMqBPwAA+CMayj5qf0GJZmzYa9eX92W6CwCA/7pteAf7EuMtWQWasnKPw4kAAPXdGe2a6tvbB+vBMZ0VHhxg75+aslfDJ8zTi3O2qqS8wsGEAADUDBrKPmrKynSVVXhHZ/Vq1UgdoyMcTgQAQM2JCg/WTUMS7PrpmVtUXMZJOgDAWYFul24cnKDv7xmqS3rG2/uLyir01HebNerZBZq7mamaAAD+xW8bysaYW4wxO4wxxcaYFcaYwU5nOl0sy9KHy3bZ9di+rap5NAAA/uHGwQmKCg+SJGXmFuudxWmO5gEA4IjmESF6+vIe+uQPZygxpmqwz46cQl339jLd/M5y7T5w2MGEAACcPn7ZUDbGXC7pOUmPS+opaZGkacYYv+i8rth5UNv2FUqSwoMDNKZbrMOJAACoeeHBAbp9eAe7fnHONuUeLnMwEYBfwxgTYYyJM8bESQr0eDxORwJ+tb5tmuib287Uwxd0UURI1TQYMzZk6Zyn52ni7FSusAEA+Dy/bChLulvSJMuyXrcsa6NlWbdJypT0R4dznRYfHrUY3wXd4xR21HxdAAD4s7F9W6l101BJUm5RmV6et83hRAB+hfGS0iu35KysLIfjAKdHgNul6wa11ffjz9KlvVvY+0vKPXp65had++x8fb+J33cAgO9ypKFsjLnUGPO8MWaBMSbPGGMZY947znNaGGPeMsZkGGNKjDFpxphnjTGNf/a4IEm9Jc342R8xQ9LA0/ud1L684jJ9szbDrseyGB8AoB4JCnDpnpGd7PrtH3YoM7fIwUQAfoUJkuIrt5To6GiH4wCnV7OIYP3nsu767I8D1TWuob1/5/7Dun7Sct0waZl27WcaDACA73FqhPKDkm6V1EPeEQnVMsa0k7RC0jhJSyU9I2m7pDskLTbGND3q4VGS3JJ+/pFvlqSYX53cYV+tzlBxmfdywMSYCHVrEelwIgAAateY5Fglx3vf/0rKPXp2ZqrDiQCcCsuy8i3LyrAsK0NSmcvlrxdPor7r3bqxvrr1TD16YVc1PGoajNmbsnXOM/NYaBYA4HOcOmq7S1JHSQ11YtNQvCSpuaTbLcu6yLKs+y3LOlvexnInSf/8hedYP6vNL+zzOR8dNd3F2L4tZYxxMA0AALXP5TK6b1SiXX+yYre2Zuc7mAgAgOq5XUbXnNFGc+45q/I8zru/tNyjibNTdc7T8zRj/V5Zls+fsgIA6gFHGsqWZc2xLCvVOoF3S2NMgqSRktIkvfizu/8uqVDSNcaYsMp9OZIq9L+jkZvrf0ct+5R16blKSc+V5L3k9+KeLY7zDAAA/NOZHaI0uEOUJMljSU9O3+xwIgAAjq9peLCe+G03fX7LoJ9cbbrnYJFufneFLnhhoV6au1VpOYUOpgQAoHq+cF3Z2ZVfZ1iW9ZOlny3Lypf0g6RQSQMq95XKOz3GiJ/9OSMkLarZqDXr4+VVo5NHJ8UoMjTQwTQAADjr6FHKMzZkacXOAw6mAQDgxPVo2Uif3zJIj1+crEZHndetS8/Tk9M366z/zNXo5xbohe9TtX1fgYNJAQD4XwHHf4jjjqy8s+UY96fKO4K5o6TZlfuelvSuMWapvA3nP0iKk/TK8V7MGLPiGHclFhcXa/Pm2hkBlZOT85O6pNyjz1ZUNZQHxqjWsuDk/PxnB9/Az8138bPzXb/2Zxco6ayEcM3d7j3RfmjKKk04L57poGpYbf+bKy4urtXXA4Da4nYZXdm/lc5LitF/ZmzWx8t3q6yi6iLeDZl52pCZp//M2KLEmAidlxSrMd1i1L55hIOpAQDwjYbykeuAco9x/5H9jY7ssCzro8qF+h6UFCtpnaTRlmXtrLGUNWxBWoEKS70DtOMiAtUtpoHDiQAAcN51vZpqYVqByj3S+qxi/bj7sAa0Cjv+EwEAqCMahwXpnxcn68+jEjV7Y5ampuzV/C37VFpRdYHupr352rQ3X8/M2qIOzcN1XnKsxiTHqmN0OB+kAgBqnS80lI/nyLvnT+ZjtizrJXkX8zsplmX1/sUXMWZFSEhIr06dOv3S3TXmyOv9be5ie9/VgxKUmNi+VnPg5NX27wpOD35uvoufne/6NT+7TpKuzjCatChNkvReSr6uHt5Tbhcn1zWttv7NhYSE1MrrAIDTIhsE6pJeLXRJrxbKLy7T95uyNTUlU3M371NJeVVzOTW7QKmzUzVxdqoSmoVpdFKsRifHqnNsBM1lAECt8IWG8pERyJHHuL/hzx7nd7bvK9DSHd55Id0uo0t7sxgfAABH3Hp2e32yfLcKSyuUml2gz1bu0e/6tHQ6FgAApywiJFAX9ojXhT3iVVBSrjmbsjVtXaa+35St4rKq5vL2fYV6Yc5WvTBnq9o0DdV5ybEanRSrpPiGNJcBADXGFxrKRyYK7niM+ztUfj3WHMs+76OjFuMbnthczSMYqQMAwBFR4cG6eUg7PTPLeyjwzMwt+k33OIUEuh1OBgDArxceHKALusfpgu5xOlxarrmb92lqire5fLi0wn5c2v7DennuNr08d5taNmmg0UmxOi85Vt1bRNJcBgCcVr7QUJ5T+XWkMcZlWZb9cawxJkLSIElFkpY4Ea6mlVV49NmKPXY9th8jrgAA+LkbB7fVu0vSlFNQqszcYr2zOE03D2nndCwA1ag8lj+yuligx+Op7uEAJIUGBWh0sneKi+KyCs3dvE/T1mVq9sZsFZSU24/bfaBIr87frlfnb1d8owY6LylG5yXHqmfLRnIxLRQA4Feq8w1ly7K2GWNmSBop6U+Snj/q7kckhUl61bKswtP92nXhIHf2xizlFJRKkmIahmhIh2a1ngEAgLouLDhAtw/voIe+XC9JenHONl3ep5UiQwMdTgagGuMl/f1IkZWV5WAUwPeEBLo1KilGo5JiVFxWoQWpOZqWkqmZG7KUf1RzOf1Qkd5YuENvLNyh2MgQjUqK0ejkWPVu1ZjmMgDglDjSUDbGXCTposoypvLrGcaYSZW3cyzLuueop9wiaZGkicaY4ZI2SuovaZi8U108UENRHT/I/XBZ1XQXl/VpoQC3q9YzAADgC8b2baU3F+7Qzv2HlVtUppfnbdP95yU6HQvAsU2Q9Frl7enR0dHJToYBfFlIoFsjukRrRJdolZRXaNHW/fo2JVMz1u9VXnFVczkzt1hv/5Cmt39IU/OIYHvkct82TVjQFgBwwpwaodxD0rU/25dQuUnSTkl2Q7lylHIfSf+QNErSaEmZkiZKesSyrAM1lNPRg9zsgjLN27LPrllgCACAYwsKcOmekZ102+RVkqS3f9ihawe2VmxkA4eTAfgllmXlS8qXJGNMmcvFwAngdAgOcGtYYnMNS2yu0ouTtXj7fk1dm6nvNuzVocNl9uOy80v038U79d/FOxUVHqxRSdEanRSrfm2bMJAJAFAtRxrKlmU9LOnhk3zObknjaiJPNa/p6EHujK35sizv7cEdotSySWitvj4AAL5mTHKsXpu/XSnpuSop9+jZman696XdnI4FAIAjggJcGtqxmYZ2bKbHKpL04/YD9sjl/YWl9uNyCkr03pJdem/JLjUNC9LIrjEanRyjAQlNFUhzGQDwM7wz1FEVHkvfbcmz68v7MjoZAIDjcbnMT6a5+GTFbqVm5TuYCACAuiHQ7dKZHaL0r0uS9eNfh+uDm/rrmgGtFRUe/JPH7S8s1eSlu3TNm0vV95+z9OdP12ju5myVlrNwJgDAq84vyldfrc4sUnahd66rxqGBGtEl2uFEAAD4hkHtozS4Q5QWpObIY0lPfrdZr/++j9OxAACoMwLcLg1sF6WB7aL08G+6annaAU1bt1fT1mUqK6/Eftyhw2X6ePkefbx8jxqGBGhElxiN6RajQe2jFBzgdvA7AAA4iYZyHTVtS659+5JeLXizBgDgJNw3KlELUhdKkmZuyNLytAPq06aJw6kAAKh73C6j/glN1T+hqR46v4tW7jqoqSne5nJmbrH9uLzicn22co8+W7lHEcEBOqdLtEYnx2pwhyiFBHK+CgD1CQ3lOiinoESLdxXa9VimuwAA4KQkxUfqwh5x+nJ1hiTpiWmb9MkfzpAxrGAPAMCxuFxGfdo0UZ82TfTgmM5aveeQpqVkamrKXqUfKrIfl19Srs9XpevzVekKC3JreGdvc/msTs1oLgNAPUBDuRrGmAhJEZVloMdTO3NGfb4yXUemp+rdurE6REdU/wQAAPA/xo/opKkpmSqrsLR850HN3pitc5hCCgCAE+JyGfVq1Vi9WjXWX0d31to9uZq6LlNTUzK1+0BVc7mwtEJfrcnQV2syFBrk1rDE5hqdFKthic0UGkTLAQD8Ef+7V2+8pL8fKbKysmrlRbfnFNi3WYwPAIBT06ppqK7q31qTFqVJkv49fZOGJTaX28UoZQAAToYxRt1bNlL3lo10/6hErc/I09QUb3M5bf9h+3GHSyv07dpMfbs2UyGBLg3r1FznJceqldujBoEuB78DAMDpREO5ehMkvVZ5e3p0dHRybbzovy7pppEtXZq5NU9jkmNr4yUBAPBLt57dXp8s363C0gqlZhfos5V79Ls+fFgLAMCpMsYoKT5SSfGRuvfcTtq0N19TUzL1bUqmtu+rmrqxuMxTudDfXgW5jc5uF6Fn2rZXgyCmxAAAX8dHhNWwLCvfsqwMy7IyJJW5XLX31xXXMFDX9mqqsGB6/gAAnKqo8GDdPKSdXT8zc4uKyyocTAQAgP8wxqhzbEONH9lJs+8eqhl3DdEdwzuoY3T4Tx5XWmFp+pY8/eOb9Q4lBQCcTjSUAQCAX7txcFtFhQdJkjJzi/XfyikwAADA6WOMUcfoCN01oqNm3DVUs+4eortHdFRiTNWaQJOX7ta0lEwHUwIATgcaygAAwK+FBQfojuEd7PrFOVuVe7jMwUQAJO8C2MaYOGNMnGpxAWwAtaN98wjdPryDpt0xWEPaVI1Yvn9KijIOFVXzTABAXUdDGQAA+L2x/VqpTdNQSVJecblemrfV4UQA5F0AO71yS66tBbAB1C5jjO4Y2EzNw7zTOeYWlenOj1arwmM5nAwAcKpoKAMAAL8X6HbpnnM72fWkH9KUmcvoKMBhEyTFV24p0dHRDscBUFPCg926b2i0XMZbL91xQC/N4cNdAPBVNJSrwWV4AAD4j9FJsUqOj5QklZR79OzMVIcTAfWbkwtgA6h9SdENdNvZVVNQPTs7VSt2HnQwEQDgVHHUVj0uwwMAwE+4XEb3n5do15+s2K3UrHwHEwEAUL/cdnZ79WndWJJU4bF0x4erlFfMugYA4GtoKFePy/AAAPAjg9pHaXCHKEmSx5Ke/G6zw4kAAKg/AtwuPTu2hyJCvPMp7zlYpL99sU6WxXzKAOBLaChXg8vwAADwP/eNqhqlPHNDlpanHXAwDQAA9UuLxqH61yXJdv3l6gx9virdwUQAgJNFhxQAANQrSfGRurBHnF0/MW0TI6MAAKhF53eL02W9W9j1375Yp537Cx1MBAA4GTSUAQBAvTN+RCcFur1LzS/feVCzNmY7nAgAgPrl4d90VduoMElSYWmFbv9wtcoqPA6nAgCcCBrKAACg3mnVNFRX9W9t109O36RyTmIBAKg1YcEBmji2p/0B75rdh/TMzC0OpwIAnAgaygAAoF667ez2Cg/2LgqUml2gKSuZvxEAgNqU3CJS94zsZNcvz9umRVtzHEwEADgRNJQBAEC91DQ8WDcPSbDrp2duUXFZhYOJAACof24anKAz20dJkixLuuvj1TpYWOpwKgBAdWgoAwCAeuuGM9sqKjxYkrQ3r1j/XZTmbCAAAOoZl8vo6d91V5OwIElSVl6J7vtsLQvmAkAdRkO5GsaYCGNMnDEmTlKgx8PcigAA+JOw4ADdMby9Xb84Z6tyD5c5mAgAgPqnecMQPfnbbnY9Y0OW3v9xl4OJAADVoaFcvfGS0iu35KysLIfjAACA021sv1Zq0zRUkpRXXK6X5m11OBEAAPXPOV2ide0ZVQvmPvrNBqVm5TuYCABwLDSUqzdBUnzllhIdHe1wHAAAcLoFul2659yqBYHe/iFNGYeKHEwEAED99JfRndUpOkKSVFLu0W2TV7G+AQDUQTSUq2FZVr5lWRmWZWVIKnO5+OsCAMAfjU6KVbcWkZKk0nKPnp21xeFEAADUPyGBbk28oqeCA7zn3pv25uuJaZscTgUA+Dk6pAAAoN5zuYzuH5Vo15+u2KMtXGYL1CjWKwHwSzrFROjBMZ3tetKiNH2/ieknAaAuoaEMAAAgaWD7KA3p2EyS5LGkJ6dvdjgR4PdYrwTAL7p6QGud07lqysl7P1mr7LxiBxMBAI5GQxkAAKDSfaOq5lKetTFLy9IOOJgG8HusVwLgFxlj9OSl3dQ8IliStL+wVOM/WSOPx3I4GQBAoqEMAABg6xoXqQt7xNn1v6dtkmVx8grUBNYrAVCdJmFBeubyHjLGWy9IzdGbC3c4GwoAIImGMgAAwE+MH9FJgW7v2evynQc1a2O2w4kAAKifBrWP0s1DEuz6ye82aV16roOJAAASDWUAAICfaNU0VFf1b23XT07fpPIKFgsDAMAJ40d0UrcWkZKksgpLt09epcOl5Q6nAoD6jYYyAADAz9x2dnuFBwdIklKzCzRlZbrDiQAAqJ+CAlx6bmxPhQa5JUnbcwr1yFcbHE4FAPUbDeVqGGMijDFxxpg4SYEeD6OTAACoD5qGB//kEtunZ25RcVmFg4kAAKi/2kaF6R8XJtn1R8t369u1mQ4mAoD6jYZy9cZLSq/ckrOyshyOAwAAassNZ7ZVVLh3dfm9ecWatCjN2UAAANRjv+0Vrwu6Vy2c+5cpa5V+qMjBRABQf9FQrt4ESfGVW0p0dLTDcQAAQG0JCw7QHed0sOuX5mzVocOlDiYCAKD+MsbosYuSFN+ogSQpr7hcd324WhUey+FkAFD/0FCuhmVZ+ZZlZViWlSGpzOXirwsAgPpkbN+WatM0VJL3xPXludscTgQAQP0V2SBQE6/oIZfx1kvTDujFOVudDQUA9RAdUgAAgGMIdLt077mJdv32ojRlcHktAACO6d26ie4Y3tGun5udqhU7DziYCADqHxrKAAAA1RidHKNuLSIlSaXlHj07a4vDiQAAqN/+NKyd+rZpLEmq8Fi6ffJq5RWXOZwKAH49j2Upq6Du/39GQxkAAKAaxhjdP6pqlPKnK/ZoS1a+g4kAAKjfAtwuPTu2pyJCAiRJ6YeK9MDn62RZzKcMwHdtycrX3d+m695p6SosKXc6TrVoKAMAABzHwPZRGtKxmSTJY0lPTt/scCIAAOq3+EYN9MQl3ez66zUZ+mxluoOJAODUlJRX6JmZWzRm4gJt3FesrIJyTZhRt6+KpKEMAABwAu4b1cm+PWtjlpalMV8jAABOGtMtVpf3aWnXD325Tmk5hQ4mAoCTszztgMZMXKjnZqeqrMJ7lUWAS2rYIMDhZNWjoQwAAHACusZF6qIecXb9xLRNXFoLAIDDHrqgixKiwiRJh0srdPuHq1Ra7nE4FQBUL7+4TA9+kaJLX1msrdkF9v7OzYL14m9a6s5zOlbzbOfRUAYAADhB40d2UqDbSJJW7DyomRuyHE4EAED9FhYcoIlX9LTfn9fuydXTM+v2peIA6rcZ6/dqxNPz9d6SXfa+sCC3HvlNV00Y3UJtGgc7mO7E0FAGAAA4QS2bhOrqAa3t+snvNqu8glFQAAA4KSk+Un8+t2oB3Vfnb9MPW3McTAQA/ys7r1i3vL9CN7+7Qnvziu39wxOba+bdQ3XtwDZyu4yDCU8cDWUAAICTcOuw9goP9s5ptjW7QJ+t3ONwIgAAcMOZbTW4Q5QkybKkuz5arQOFpQ6nAgDJsix9uHSXhj89T1NT9tr7o8KD9PwVPfXGtX0U16iBgwlPHg1lAACAk9A0PFg3D0mw62dmpqq4rMLBRAAAwOUymvC77moaFiRJys4v0Z8/Xct6BwActSOnUFe8vkT3T0lRfnG5vf+y3i006+6huqB7nIzxjVHJR6OhDAAAcJJuOLOtosK9c5vtzSvWpEVpzgYCAABqHhGipy7rZtezNmbpvR93VfMMAKgZZRUevThnq859dr6WbD9g72/dNFTv39hfT13WXY1CgxxM+OvQUK6GMSbCGBNnjImTFOjxMEciAADwLgB0xzkd7PqlOVt16DCX1QIng2NtADXh7MRoXTewjV0/9s0Gbd6b71wgAPXOmt2HdMHzC/XUd5tVWu49vnG7jP4wtJ2m3zFEg9pHOZzw16OhXL3xktIrt+SsLFZyBwAAXmP7tlSbpqGSpLzicr08d5vDiQCfw7E2gBpx/3mJSoyJkCSVlHt0++RVTE8FoMYVlpTrH19v0MUv/aBNR32QlRTfUF/+aZDuPy9RDYLcDiY8fWgoV2+CpPjKLSU6OtrhOAAAoK4IdLt071Eryr+9KE0Zh4ocTAT4HI61AdSIkEC3Jl7RU8EB3pbH5qx8/WvqRodTAfBnczdna+Qz8/XWDzvkqZy6PSTQpQdGd9YXtwxSUnykswFPMxrK1bAsK9+yrAzLsjIklblc/HUBAIAqo5Nj1L2F9+CwtNyjZ2ZucTgR4Ds41gZQkzpGR+jB87vY9X8X79TsjVwJAeD02l9Qojs/XKXr3l6m9KMGlwzuEKUZdw7VTUMSFOD2v2Mc//uOAAAAaokxRvedVzVK+bOVe5inEQCAOuLq/q00okvV1Q/3frpW2XnFDiYC4C8sy9KUlXt0ztPz9MXqDHt/o9BATbisu965vp9aVU6P549oKAMAAPwKA9tFaWjHZpIkjyU99d0mhxMBAADJ+8Hvv3/bTdENgyVJBwpLdffHa+Q5cj06AJyC3QcO6/dvLdXdH6/RwcNl9v4Le8Rp1t1D9dveLWSMcTBhzaOhDAAA8CvdNypRR44ZZ23M1rK0A84GAgAAkqQmYUF65nc97PfphVtz9MbC7c6GAuCTyis8emPBdo18Zr4WpObY++MbNdDb4/rqubE9FRUe7GDC2kNDGQAA4FfqEtdQF3aPs+snpm2SZTH6CQCAumBg+yj9YWg7u37qu81K2ZPrYCIAvmZDRp4ueXmRHvt2o4rKKiRJxkjjBrXRjLuGaGPEaxEAACAASURBVFin5g4nrF00lAEAAE6D8SM7KdDtHf60YudBzdzAwj8AANQVd4/oaC+kW1Zh6fYPV6mwpNzhVADquuKyCv17+iZd8MJCrT3qg6jEmAhN+eNA/f2CrgoLDnAwoTNoKAMAAJwGLZuE6uoBre36ye82q7zC42AiAABwRKDbpefG9lRYkFuStCOnUI98vd7hVADqskXbcjTq2fl6ee42VVTOvR4U4NK953bS17edqZ6tGjuc0Dk0lAEAAE6TW4e1V3jlCIWt2QX6ePkehxMBAIAj2kSF6R8XJtn1x8v36Ju1GQ4mAlAX5R4u058/XaMrX/9RafsP2/v7t22i6XcM1p+GtVegu363VOv3dw8AAHAaNQ0P1v8NSbDrJ7/bpP0FJQ4mAgAAR7ukV7wu7FG17sFfpqRoz8HD1TwDQH1hWZa+WZuh4U/P+8nAkIiQAP3rkmRNvmmAEpqFO5iw7qChDAAAcBrdODhBLRo3kCQdOlymf07d6HAiAABwhDFGj16UZL9X5xeX684PVzNNFVDPZeYW6aZ3luvWD1Yp56gBIeclxWj23UN1Rb9WcrmMgwnrFhrKAAAAp1GDILcevajqctopK9O1aGuOg4kAAMDRGoYE6rmxPeWubA4t33lQL8zZ6nAqAE7weCy9szhNI56er1kbs+390Q2D9eo1vfXy1b3VvGGIcwHrKBrKAAAAp9mwTs01JjnWrh/8Yp1KyiscTAQAAI7Wu3Vj3Tm8g11PnJ2q5WkHHEwEoLalZuXrslcX66Ev16ugpNzef1X/Vpp591Cd2zXGwXR1Gw1lAACAGvDQBV0UUblA3/acQr08d5vDiQAAwNFuGdZe/do0kSR5LOmOD1crt6jM4VQAalpJeYWemblFoycu0IqdB+397ZqF6eP/O0P/vDhZDUMCHUxY99FQBgAAqAHRDUN076hOdv3SnG3atq/AwUQAAOBobpfRM2N7qGGI9wPg9ENF+uvnKbIsy+FkAGrK8rQDGjNxoZ6bnaqyCu+/9UC30e3DO2jqHYPVr20ThxP6BhrKAAAANeSq/q3VvUWkJKm0wqMHP1/HSSoAAHVIfKMGeuK33ez627WZ+nTFHgcTAagJ+cVlevCLFF36ymJtza4a5NGzVSN9c9tg3T2io4ID3A4m9C00lKthjIkwxsQZY+IkBXo8rPoKAABOnNtl9PglyfaiP4u379eUlekOpwIAAEcbnRyrsX1b2vXfv1qv7VxVBPiNGev3asTT8/Xekl32vrAgtx75TVd9+oeB6hQT4WA630RDuXrjJaVXbslZWVkOxwEAAL6ma1ykxg1sY9f/nLpRBwtLnQsEAAD+x0MXdFFCszBJ0uHSCt3x4WqVljOoDPBl2fnFuuX9Fbr53RXam1ds7x+e2Fwz7x6qawe2sQd+4OTQUK7eBEnxlVtKdHS0w3EAAIAvumtER8VFhkiSDhSW6l/TNjqcCAAAHC00KEATx/ZUoNvbXEpJz9WEGZsdTgXgVFiWpQ+X7tI5E+Zpaspee39UeJCev6Kn3ri2j+IaNXAwoe+joVwNy7LyLcvKsCwrQ1KZy8VfFwAAOHlhwQF65MIku/54+R4t3XHAwUQAAODnkuIjdd+oRLt+df52LUzNcTARgJO1I6dQV7y+RPdPSVFecbm9/7LeLTTr7qG6oHucjGFU8q9FhxQAAKAWjOgSrXO7Vl3t9NfPU7iUFgCAOub6QW01pGMzu77749XaX1DiYCIAJ6KswqMX52zVuc/O15LtVQM3WjcN1fs39tdTl3VXo9AgBxP6FxrKAAAAteTh33RVWJB39eit2QV6bf42hxMBAICjuVxG/7msm6LCvY2n7PwS3ffZWlmW5XAyAMeyZvchXfD8Qj313WZ7wIbbZfR/QxM0/Y4hGtQ+yuGE/oeGMgAAQC2JjWyg8SM72fXz329VWk6hg4kAAMDPNY8I0VOXdrfrWRuz9e6SnQ4mAvBLCkvK9Y+vN+jil37Qpr359v6k+Ib68k+D9JfzOqtB5WAOnF40lAEAAGrRtQPbKCm+oSSppNyjv325jlFPAADUMcMSm2vcoDZ2/di3G7Vpb55zgQD8xNzN2Rr5zHy99cMOeSoPpUMCXXpgdGd9ccsgJcVHOhvQz9FQBgAAqEVul9HjFyfLVbkWyILUHH21JsPZUAAA4H/cNypRnWO9HwKXlnt0++RVKi6rcDgVUH+UV3i0v6BE2/cVaNWug5q7OVtfrk7XnR+u0nVvL1P6oSL7sYM7RGnGnUN105AEBbhpd9a0AKcDAAAA1DfdWjTS789oo0mL0iRJj36zQWd1bK7I0EBngwEAAFtIoFsTx/bQBS8sVHGZR1uyCvT41I36x4VJTkcDfEZZhUe5RWU/2fKO3D5c9j/3HX1/YenxP8BpFBqov43pokt6xcsYUwvfESQaygAAAI4YP7Kjpq3LVFZeiXIKSvXv7zbp8YuTnY4FAACO0iE6Qn87v4se+HydJOmdxTs1uEMzjegS7XAyoPaUlnt+uSF8jO3o+w+fQFP4VF3YI05/O7+LosKDa+w18MtoKAMAADggIiRQj/ymq/7w3kpJ0gc/7tJve7VQ79aNHU4GAACOdmW/Vpq/ZZ++W58lSfrzp2s0/c4him4Y4nAy4MSVlFf8cjP4cJlyi8qrbRgXOTTVi8tIDRsEKvKorWGDQDUJDdK5XWN0ZocoR3KBhjIAAIBjzu0ao+GJzTV7U7Yk6a9TUvTN7WcqkHnfAACoM4wxeuKSblqze4H25hXr4OEy3f3xar17fX+5XFxij7rF47H0xYZDWpBWoNKpe+2mcHGZx5E8bpdRw5CAnzSEI6vZ7PtDAxUeFMC/sTqKhjIAAIBDjDF65MKuWrRtv4rKKrQ5K19vLtyhPwxt53Q0oMYZYyIkRVSWgR6PMye6AHAiGocF6enLu+uqN36UZUk/bN2v1xZs5z0bdYrHY+mBL9Zp8tKc0/rnul3mGA3hgGM3hCu38OAA5jb2QzSUAQAAHNSicajuGtFBj0/dJEl6dtYWjUmOVcsmoQ4nA2rceEl/P1JkZWU5GAUAjm9guyjdclY7vThnmyTpP99t1sB2TdWtRSOHkwGSZVl66Kt1mrx01y/eH3DMpnA1DeFQ79ewIDdNYfwEDWUAAACHjRvUVp+vytDGzDwVl3n00Jfr9NZ1fTlwh7+bIOm1ytvTo6OjWZUSQJ135zkdtXDrfq3ZfUjlHku3T16lb24frPBg2itwjmVZeuTrDXpvSVUzeXi7CN1zfg+7ORxKUxinERP0AQAAOCzQ7dLjFyfpyDH+nM37NDVlr7OhgBpmWVa+ZVkZlmVlSCpzuTg1AVD3Bbpdmji2h91ATtt/WA9/td7hVKjPLMvSo99s1KRFafa+YQnhGn9mc3WObai4Rg0UxrQTOM04agMAAKgDerZqrKv7t7brR75er7ziMgcTAQCAX9K6aZgevairXX+6Yo++WJXuYCLUV5Zl6fGpG/XWDzvsfed3i9W9g6PlZjE71CAaygAAAHXEvaM6qVlEsCQpO79EE77b7HAiAADwSy7u2UIX9Yiz6z9/tlbL0w44mAj1jWVZ+vf0zXp9QVUzeXRyjJ69vAfNZNQ4GsoAAAB1RMOQQD10fhe7fmfJTq3efcjBRAAA4FgevShJCc3CJEml5R7d+M5y7cgpdDgV6gPLsjRhxha9Mm+bve/crtF6bmxPBbhp9aHm8VsGAABQh5zfLVZDOzaTJFmW9NcpKSqv8DicCgAA/FxESKAmXddPTcOCJEmHDpfpureXan9BicPJ4O+enZWqF+ZstetzOkfr+St6KZBmMmoJv2kAAAB1iDFGj16YpOAA72Hahsy8nyyyAgAA6o5WTUP15nV9FRLofd/euf+wbnpnuYrLKhxOBn81cXaqnpudatdnJzbXi1f1VFAALT7UHn7bAAAA6phWTUN1xzkd7PrpmVuUfqjIwUQAAOBYerRspOfG9pSpnLZ25a5Duuuj1fJ4LGeDwe+8OGernp65xa6Hdmyml67qpeAAt4OpUB/RUAYAAKiDbhqcoI7R4ZKkw6UV+vuX6x1OBAAAjuXcrjH625iqdRCmrdurf03b6GAi+JtX5m3TU0ct2Dy4Q5Revaa3QgJpJqP20VAGAACogwLdLj1+cbJdz9qYpe/W73UwEQAAqM71Z7bVuEFt7Pr1BTv0zuI0p+LAj7yxYLuemLbJrge2a6rXf9+HZjIcQ0O5GsaYCGNMnDEmTlKgx8OCOAAAoPb0adNEV/RradcPf7VeBSXlDiYCAADVeXBMF43sEm3XD3+1XrM2ZDmYCL7urYU79Ni3VaPdByQ00ZvX9qWZDEfRUK7eeEnplVtyVhZvAgAAoHbdNypRUeHe1eMzc4v19Iwtx3kGAABwittl9NzYnurespEkyWNJt01epbV7DjmcDL7oncVp+sc3G+y6X5smeuu6vmoQRDMZzqKhXL0JkuIrt5To6OjjPBwAAOD0ahQapAePmpNx0qIdWpee62AiAABQnQZBbr3x+z5q2aSBJKmorELXT1quPQcPO5wMvuS9JTv10FFraPRp3Vhvjeur0KAAB1MBXjSUq2FZVr5lWRmWZWVIKnO5+OsCAAC178IecTqzfZQk70inv36eogpWjgcAoM5qFhGst6/rp8gGgZKknIISjXt7mXKLyhxOBl8weekuPfjFOrvu1aqR3h7XV+HBNJNRN9AhBQAAqOOMMXr0oiQFBXgP3dbuydW7i9MczQQAAKrXvnm4Xrumt4Lc3vfv1OwC/eHdFSotZ30mHNvHy3brL1NS7Lp7y0aadH0/RYQEOpgK+CkaygAAAD6gbVSYbh3W3q7/M2OL9uYWO5gIAAAcT/+Epnrqsm52vXj7ft3/2VpZFlca4X99tmKP7puy1q6T4yP1zvX91JBmMuoYGsoAAAA+4v+GJqhdszBJUkFJuR75ev1xngEAAJx2YY943XtuJ7uesipdz8xKdTAR6qIvVqXrnk/X6MhnDV3jGurdG6qmTQHqEhrKAAAAPiI4wK1/Xpxs19PW7dXsjVkOJgIAACfilrPaaWzflnY9cXaqPlm+28FEqEu+WpOhuz9ebTeTO8c21Hs39Fej0CBngwHHQEMZAADAhwxIaKrLerew64e+XK/DpeUOJgIAAMdzZD2EIR2b2fv+MiVFC1NzHEyFuuDbtZm666PVOrLecmJMhN6/sb8ah9FMRt1FQxkAAMDH/GV0ZzUO9V7+mH6oSM9x2SwAAHVeoNulF6/sqcSYCElSucfSH99boU178xxOBqdMX5ep2z9cpYrKbnKH5uF678b+akIzGXUcDWUAAAAf0yQsSA+M6WLXbyzcoQ0ZnIwCAFDXRYQE6u1xfRXTMESSlF9SruvfXqasPBbarW9mrN+rWz+oaia3axamD24aoKjwYIeTAcdHQxkAAMAH/bZXvAYkNJEkVXgs/fXzFHk8rBgPAEBdFxvZQG9d11fhwQGSpIzcYl0/aZkKS5jCqr6YvTFLf/pgpcorj90SosI0+aYBahZBMxm+gYYyAACADzLG6LGLkhXoNpKk1bsP6f2luxxOBQAATkSXuIZ68apecru87+PrM/J06wcrVV7hcTgZatqcTdn643srVVbhbSa3aRqqD24aoOaVo9YBX0BDGQAAwEe1bx6uP57V3q6fnL5J2VwyCwCATxjasZn+eVGSXc/ZvE9//2q9LIsrjvzVvC379H/vrVBp5QcHrZqEavLNAxQTSTMZvoWGMgAAgA+75ax2ahsVJknKLy7XP77Z4HAiAABwosb2a6U/DWtn1+//uEuvzt/uYCLUlIWpObr5neUqLfc2k1s0bqDJNw9QbGQDh5MBJ4+GMgAAgA8LCXTrsaNGN32zNlPztuxzMBEAADgZ94zspAt7xNn1E9M26es1GQ4mwum2aGuObnxnmUoqm8nxjRpo8k0DFN+IZjJ8Ew1lAAAAHzeofZQu7hlv1w9+kaKi0goHEwEAgBNljNGTl3ZTv7ZN7H3jP1mjZWkHHEyF02XJ9v264b/LVVzmbSbHRYZo8k0D1LJJqMPJgFNHQxkAAMAPPDCmsyIbBEqSdh8o0vPfpzqcCAAAnKjgALdeu6a3Epp5p7EqLffopneWa/u+AoeT4ddYlnZA109apqIy7wf9MQ1D9MFNA9SqKc1k+DYaygAAAH4gKjxYfzkv0a5fm79dW7LyHUwEAABORqPQIP13XD9FhQdJkg4dLtO4Scu0v6DE4WQ4FSt2HtB1by3V4cqrxppHBOuDm/qrTeXaF4Avo6EMAADgJ37Xp6X6tmksSSr3WPrrlBR5PKwUDwCAr2jZJFRvXNtXIYHeds3O/Yd14zvLVVzGVFa+ZNWug7r2rWUqrGwmR4UH64ObBiihWbjDyYDTg4YyAACAn3C5jP55cbICXEaStHznQX28fLfDqQAAwMno0bKRJo7tKeN9O9eqXYd010er+ZDYR6zZfUi/f3OpCkrKJUlR4UGafFN/tW9OMxn+g4YyAACAH+kYHaGbhyTY9b+mbVIOl8oCAOBTRnaN0UPnd7Hraev26l/TNjqYCCdiXXqurnnzR+VXNpObhAXp/RsHqEN0hMPJgNOLhjIAAICfue3sDmpVuXJ4blGZ/vktJ6AAAPiacYPaatygNnb9+oIdemdxmlNxcBzrM3J11Rs/Kq/Y20xuFBqo92/sr04xNJPhf2goAwAA+JkGQW49elGSXX++Kl0/bM1xMBEAADgVD47ponO7Rtv1w1+t16wNWQ4mwi/ZmJmnq9/4UblFZZKkyAbeZnLn2IYOJwNqBg1lAAAAPzS0YzNd0D3Orh/8Yh0L+gAA4GPcLqNnL++p7i0bSZI8lnTb5FVau+eQw8lwxOa9+brqjR918LC3mdwwJEDv39hfXeMiHU4G1BwaygAAAH7qb+d3VkRIgCRpR06hXpq7zeFEAADgZDUIcuvNa/uoZZMGkqSisgpdP2m5dh847HAypGbl68rXl+hAYakkKSI4QO/e0F9J8TST4d9oKAMAAPip5hEhum9Uol2/PHertmYXOJgIAACciqjwYE0a10+RDQIlSTkFJRo3aZk9xQJq39bsAl3x+o/aX9lMDg8O0Ds39LNHkwP+jIYyAACAH7uyXyv1bOU9sSmrsPTA5ymyLMvhVAAA4GS1axau167prSC3t5WzNbtAf3h3hUrLPQ4nq3+27yvQla8vUU5BiSQpLMit/17fVz1bNXY4GVA7aCgDAAD4MZfL6PGLk+V2GUnSjzsO6NMVexxOBQAATkX/hKZ66rJudr14+37d/9laPiyuRWk5hbri9SXKzvc2k0OD3Jp0fT/1bt3E4WRA7aGhDAAA4Oc6xzbUjWe2tevHp2605/oDAAC+5cIe8br33E52PWVVup6Zlepgovpj1/7DuuL1JcrK8zaTQwJdeuu6vurbhmYy6hcaygAAAPXAHed0UHwj72I+Bw+X6V9TNzqcCAAAnKpbzmqnsX1b2vXE2an6ePluBxP5v90HvM3kzNxiSVJwgEtvXdtXAxKaOpwMqH00lAEAAOqB0KAA/ePCrnb9yYo9WrJ9v4OJAADAqTLG6NGLkjSkYzN731+npGhhao6DqfxX+qEiXfH6EqUfKpLkbSa/eW1fDWwf5XAywBk0lAEAAOqJ4Z2jdV5SjF0/8HmKSsorHEwEAABOVaDbpZeu6qXOsQ0lSeUeS398b4U27c1zOJl/ycwt0hWvLdGeg95mcpDbpdd+30dndqCZjPqLhjIAAEA98vcLuio8OECStG1foV6dt93hRPA1xpi/GGOWGWPyjDH7jDFfG2OSnM4FAPVReHCA3rquj2IahkiS8kvKdf3by5SVV+xwMv+wN7dYV7y2RLsOHJbkbSa/ek1vDT1qZDhQH9FQBgAAqEdiIkN0z8iOdv3CnK3akVPoYCL4oLMkvSRpoKSzJZVLmmWMYUUiAHBAbGQDvT2ur/2BcUZusca9vUwFJeUOJ/Nt2XnFuvL1JUrb720mB7qNXrqql4YlNnc4GeA8GsoAAAD1zDVntFG3FpGSpNJyjx78IkWWZTmcCr7CsqxzLct627KsdZZlpUi6RlIzSYMcjgYA9Vbn2IZ66apecruMJGlDZp5u/WClyis8DifzTfvyS3TF60u0vfJD9wCX0QtX9tI5XaIdTgbUDTSUAQAA6hm3y+jxi5NVec6pH7bu15erM5wNhWMyxlxqjHneGLOgcpoJyxjz3nGe08IY85YxJsMYU2KMSTPGPGuMaVwDESPkPa84WAN/NgDgBA3p2EyPX1w1A9Hczfv00Ffr+dD4JOUUlOjK15do2z5vM9ntMnr+ip46t2vMcZ4J1B9+2VA2xgwxxnxljEmvPOC+zulMAAAAdUlSfKTGDWpr1499u0GHDpc6mAjVeFDSrZJ6SEo/3oONMe0krZA0TtJSSc9I2i7pDkmLjTFNT3O+5yStlrT4NP+5AICTdHnfVrp1WHu7/uDHXXp1PuslnKgDhaW66vUflZpdIMnbTJ44tqfOS451OBlQt/hlQ1lSuKR18h40FzmcBQAAoE66e0RHxUZ6F/HJKSjVv6dvcjgRjuEuSf/f3p1H2VWW+R7/PhlIZa4wJEyVEKYAAUICIhBahoZcVOYGWlFEbAfEJaLYthcHiNLd6LogwxVppRH7ygJbaVBsGrCBBgENDYnKkEAQMCGEQEgqKUgqU733j70rlNU1nCSVs88+9f2sddbO2fsMD7xVdX711LvfvTcwCvh0BY+/HhgLXJhSOjWl9OWU0rFkjeVJwN93fHBEXJ5PwujpdnRXbxQRVwFHAn+VUtqw+f+JkqS+cvGMvTnloJ033r/iP+Zx1+89E6k3y99ey4dunMVzS1oAGBBw1VlTeP+BNpOlzuqyoZxSujuldElK6WeACwZJkiR1YfiQQcw8efLG+7c+vpAnXl5WYEXqSkrpwZTS/FTBOcsRsTswA3gZ+G6nw5cCbwPnRMTwDvuvBvbt5fZ4F+/1HeCDwLEpJae/SVKNiAi+fcaBvHviO9dKvfhff89/+xnfrRWr1vHhf57F3MUrAYiAK8+awikH7VJwZVJtGtQXLxIRZwBHkZ2GN4VsHbVbUkof7uE5uwLfAE4AtgMWA3cCM1NKrr8mSZJUBTMm78jx+43jV88uAeCSO57il5/9C7YZVJfzDvqDY/PtfSmlP5tYkVJqiYhHyRrOhwH35/uXAks35U0i4hrgA8DRKaWKp7ZHxJPdHNqntbWV5557blPK2GxLl27Sf65qhONWXo5dMf728NF8flkLC1esY+2GNj72w1lc/f5d2XX0NhW/Rn8Yu7fWbODL977K/DfXABDAxdPHst+wt6v2udTX+sO41atqj11ra+tmPa+vflOo9XXdJEmS1I2ZJ09m2DYDAXh+yVvc+IiTTUtsUr59vpvj8/Pt3pv7BhHxXbIc/0FgeUTsmN9GbO5rSpL63sghA7n8+J1pbMg+41vWtPHVX71Kc6srFLV7e+0GLrnvnWYywOenj+X4vUYVWJVU+/pkhjLZum6vAC+QzVR+sJfHd1zX7br2nfkabJ8nW9ft/A77Lwe+0strHpNS+q9NrlySJKmf27lxKF84fm8u//e5AFzzn/M58YCdGb/dsIIr02YYnW9XdHO8fX/jFrzHBfn2/k77ZwKX9fTElNLBXe2PiCcbGhqmTZo0qavDW0213099w3ErL8eu+iYBPxq3K3/9/d/Quq6NxS3rueLR5dz6icNoGDyw8tepw7FraV3HR256nOeWvtNM/ofTDuDsd48vsKq+VY/j1l9Ua+waGho263l9MkO5Vtd1kyRJUmU+esRu7LdTNhtnzfo2vvbzp6kg2ql8It9u9uCmlKKb22V9U6IkqS9NaWrk2g9MJfJPgDkLmrnott/R1tY/P+dfX9nKPU8v5tybHmfOguaN+7956v511UyWtqa+mqG8Kaqyrtvmcl03bSnHrpwct/Jy7MrLsas95x88is/9ciUJeOj5N/jBvU9y1MSRf/aYsqzr1o+1z0Ae3c3xUZ0eJ0nqB2ZM3pGvn7gfM+96FoB7nnmNf7h7Ll89cb+CK9u61q5v45lXVzBnQTOzFyxnzoJmFjWv/h+Pm3nyZM45bEIBFUrlVERDuZJ13WaQrevW+TS6iuTrt+2Z3x0AjI+Ig4BlKaUFm/OakiRJ9W7SDg2ctO9ofjE36zXeMGspB+88jBFDKj8lVoVrn/3Q3RrJe+Xb7rK4JKlOnTd9IguXreamR18C4MZHXqJp22Gce8RuxRbWh15b0crsBcuZ/aflzFnYzFOLVrB2fVuPz/naifvV1f8DqRqKaChXY123Q/jzdZxn5rcfAR/t6Ymu66a+4tiVk+NWXo5deTl2teXyCbsz66qHWLJyDctWb+DOF9v45qn/c/ZSra/r1o+1Z+AZETGg4xmBETESmA6sBn5bRHGSpGJ95f37sqh5Ffc+swSAmXc9wy6NQzluv3EFV7bp1qzfwNOLVjInn3k8e8FyFq/o/cymhsEDOHDXRqaNH8OMyeOYNn5MFaqV6ksRDeXe9MW6bv/V4XUkSZJUoVENg7n0pMlccMtsAH4860+cPm0XpvrLVimklP4YEfeRnfH3GeC6DodnAsOBf0opvV1EfZKkYg0cEFz911P54A9+y+8WNtOW4LO3zuEnnzqMA3fdknl9W1dKicUbZx83M2fhcp5ZtJK1G3qefQwwYbthTG1qZNqEMUwbP4ZJO45k8MA+uaSY1G8V0VB2XTdJkqQa9t79d+TYfcbywLzXSQn+9789xV2fPdJfvgoSEacCp+Z3d8y3h0fEzfm/l6aUvtjhKRcAjwHXRsRfAnOBdwPHkC118ZWtXnQF8hnT7Yt0D25r670pIEnackO3GciN5x7C6dc/xoJlq1i9bgMfu/kJ7rjgCJq2HVZ0eQC0rtvA04veWft49oLlLFm5ptfnDR08kClNo5k2fgxTx49h6vhGth8xpAoVnxfGGwAAD8pJREFUS/1LEQ1l13WTJEmqYRHBzJMn89gfl9K6ro15r7Xww0df4pPv2aPo0vqrg4BzO+3bPb8B/AnY2FDOZykfAnwDOAF4H7AYuBaYmVJattUrrszFwKXtd5YsWVJgKZLUv2w/Ygg/PO9dnH79Y6xYvY6lb63hvJv/m9vPP4LRwwZXtZaUEouaVzN7QfPGtY+ffXUF6zb0fuL6xO2HM7WpkakTxjBtfCOTxo1kkH8Al7a6IhrKrusmSZJU45q2HcZFx+3NFf8xD4Dv/Go+7ztgp4Kr6p9SSpcBl23icxYC522NevrQlcD383/fM27cuAOKLEaS+ps9dhjBDz5yCB++cRZrN7Txwutv8akfP8GPPnYoQwZtvQvytq7bwB9eWcGcfObx7AXNvNHS++zj4dsMZEpTYz77uJGp48ew7fBttlqdkrpX9YZymdZ18zQ8SZLUn/3NkRO5c84i5r3Wwup1G7j058/wt4eNJMJLVWjLpZRagBaAiFg3YIAzyiSp2g6duC3/56wpXHjrHAB+++Iyvnz7U1x11pQ++bxPKfHK8tX52sfts49Xsr6t99nHu+8wnKlNY5g2oZGpTdnaxwMHmEGkWtAnDeV6XdcNT8OTJEn92OCBA/j70w7gjBseIyW4f97rHLHTAI7cbUTRpUmSpD5y8pSdeWX5Kr59T7ZC6R1zFtE0ZihfmDFpk19r1dr1+ezjbO3jOQuaWfpW77OPRwwZxEFNjUwdn81APqipkTHOPpZqVl/NUK7Xdd08DU+SJPVrB08Yw9mHjueWWQsA+N6sN5i6c21csEeSJPWNTx+1BwuXreLWxxcCcO0DL7DrmGFMGdX9c1JKLFi2Kp993MychcuZu7iFDRXMPt5z7AimNjUybUK2fMVeY519LJVJnzSU63VdN0/DkyRJgi+dsA/3PrOEpW+tYemqDfzL7DeZ5p/ZJUmqGxHBN0/Zn1ebW3no+TcAuOSOp/jGcTtx8C7ZH5LfXrOe37/SzJwFzczJZx+/+fbaXl97ZEP77OPswnlTm8ZU/cJ/kvpWERflkyRJUomMHjqYr5+038b1FX8xbwUfe6WZA3dtLLgySZLUVwYNHMB3PzSNM2/4DXMXZ+scX/7gYo6eOJKX73mdea+tpILJx+w1dgTTxudrH48fw547jGCAs4+lumJDWZIkSb066cCd+OkTC/n1/KW0pWzW0p0XTGfQQM/gkiSpXowYMogffvRdnHb9oyxe0cqqdYm7n1/Z7eNHNQxi6vgxG9c+ntLUyOihzj6W6p0NZUmSJPUqIrj81P05/qqHWLsh8fSilfx6/lKO2Wds0aWppCJiJDAyvzu4ra2tyHIkSbkdRzdw00ffxZk3/Ia31qzfuD8C9h47cuPM42njG9l9e2cfS/2RDeUeGHIlSZLeMWG74Zw9ZQz3zl/Jt86cxnv23qHoklRuFwOXtt9ZsmRJgaVIkjrad6dR3PbJw7j+3j+w/fBBzJi2F1OaRjOywdnHkmwo98aQK0mS1MEZ+4/h9MmNHGgzWVvuSuD7+b/vGTdunJd6lKQasv8uo/nc9OxMpEl7bV9wNZJqiYve9exKYJf89tS4ceMKLkeSJKlYgwcGQwYZIbXlUkotKaVXU0qvAusGDPDrSpIkqQycodyDlFIL0AIQEYZcSZIkSZIkSf2aHVJJkiRJkiRJUkVsKEuSJEmSJEmSKmJDWZIkSZIkSZJUERvKkiRJkiRJkqSK2FCWJEmSJEmSJFVkUNEF1LKIGAmMzO8ObmtrK7IcSZIkqW6YtSVJksrJGco9uxhYlN8OWLJkScHlSJIkSXXDrC1JklRCNpR7diWwS357aty4cQWXI0mSJNUNs7YkSVIJueRFD1JKLUALQESsGzDA/rskSZLUF8zakiRJ5WRqkyRJkiRJkiRVxIayJEmSJEmSJKkiNpQlSZIkSZIkSRWJlFLRNZRCRLw5dOjQbffdd9+qvF9raysADQ0NVXk/9R3Hrpwct/Jy7MrLsSunao/b3LlzWb169bKU0nZVeUMVwqytSjhu5eXYlZdjV06OW3mVJWvbUK5QRLwEjAJertJb7pNv51Xp/dR3HLtyctzKy7ErL8eunKo9brsBK1NKE6v0fiqAWVsVctzKy7ErL8eunBy38ipF1rahXKMi4kmAlNLBRdeiTePYlZPjVl6OXXk5duXkuKke+HVcTo5beTl25eXYlZPjVl5lGTvXUJYkSZIkSZIkVcSGsiRJkiRJkiSpIjaUJUmSJEmSJEkVsaEsSZIkSZIkSaqIDWVJkiRJkiRJUkUipVR0DZIkSZIkSZKkEnCGsiRJkiRJkiSpIjaUJUmSJEmSJEkVsaEsSZIkSZIkSaqIDWVJkiRJkiRJUkVsKEuSJEmSJEmSKmJDWZIkSZIkSZJUERvKkiRJkiRJkqSK2FCuMRGxa0TcFBGvRsSaiHg5Iq6OiDFF16auRcR2EfHxiLgjIl6IiNURsSIiHomIv4kIv89KJCLOiYiU3z5edD3qWUT8RUTcHhGL85+ZiyPivoh4X9G1qXsR8f58nF7Jf2a+GBE/jYjDi66tv4uIMyLiuoj4dUSszH8W/riX5xwREXdHxLKIWBURf4iIiyJiYLXqliphzi4fc3b9MWuXi1m7fMzZtavecvagogvQOyJiD+AxYCzwc2AecCjwOeCEiJieUnqzwBLVtTOB7wGLgQeBBcA44HTgRuC9EXFmSikVV6IqERFNwHXAW8CIgstRLyLiq8A3gaXAL8m+B7cHpgJHA3cXVpy6FRHfAr4EvAncSTZ+ewKnAH8VER9JKfUYrLRVfRWYQvZz8BVgn54eHBGnALcDrcBPgGXAScB3gOlkn5FS4czZpWXOriNm7XIxa5ePObvm1VXODj97a0dE3AvMAC5MKV3XYf9VwOeBf0opnV9UfepaRBwLDAf+PaXU1mH/jsDjQBNwRkrp9oJKVAUiIoBfAROBfwO+CHwipXRjoYWpSxFxJvCvwH8Cp6eUWjodH5xSWldIcepW/nNxEfAGcGBK6fUOx44BHgBeSintXlCJ/V4+Dq8ALwBHkTVwbkkpfbiLx47KHzcamJ5SeiLf30A2locDH0wp3Val8qVumbPLyZxdP8za5WLWLh9zdu2rt5ztKUI1IiJ2Jwu5LwPf7XT4UuBt4JyIGF7l0tSLlNIDKaW7OobcfP9rwA353aOrXpg21YXAscB5ZN9vqlH56a3fAlYBZ3cOuAAG3Jo1gSx7zOoYcgFSSg8CLcAORRSmTErpwZTS/Apn+51BNl63tYfc/DVayWZgAHx6K5QpbRJzdnmZs+uKWbskzNqlZc6ucfWWs20o145j8+19XQSmFuBRYBhwWLUL0xZp/6BdX2gV6lFE7AtcAVyTUnq46HrUqyPIZrfcDSzP1wn7u4j4nGuD1bz5wFrg0IjYvuOBiHgPMJJsJozKoT273NPFsYfJfhE9IiKGVK8kqUvm7Ppkzi4Js3bpmLXLyZxdX2o+Z7uGcu2YlG+f7+b4fLKZFXsD91elIm2RiBgEfCS/29UPAdWAfJz+H9mafJcUXI4q8658uwSYDRzQ8WBEPEx2+usb1S5MPUspLYuIvwOuAp6NiDvJ1njbAziZ7FTYTxVYojZNt9klpbQ+Il4CJgO7A3OrWZjUiTm7zpizy8OsXUpm7RIyZ9edms/ZNpRrx+h8u6Kb4+37G6tQi/rGFcD+wN0ppXuLLkbd+jrZhSWOTCmtLroYVWRsvj0feAk4DphFdprXlcD/An6Kp8DWpJTS1RHxMnAT8IkOh14Abu58ip5qmtlFZeHXav0xZ5eHWbt8zNolZc6uKzWfXVzyojwi33oVxRKIiAuBi8muIH5OweWoGxFxKNlMiStTSr8puh5VbGC+DbLZEfenlN5KKT0DnEZ2oYOjPCWvNkXEl4CfATeTzZgYDhwMvAjcEhHfLq469TGzi8rCr9USMWeXh1m7tMzaJWXO7lcKzy42lGtH+18XRndzfFSnx6lGRcRngGuAZ4FjUkrLCi5JXehw+t3zwNcKLkebZnm+fTGl9PuOB/KZL+0zlQ6talXqVUQcTXaRl1+klL6QUnoxpbQqpTSb7BeURcDF+QW0VPvMLioLv1brhDm7PMzapWbWLiFzdt2p+exiQ7l2PJdv9+7m+F75tru131QDIuIi4P8CT5OF3NcKLkndG0H2/bYv0BoRqf1GdsV3gB/k+64urEp1pf3nZXM3x9tD8NAq1KJNc2K+fbDzgZTSKuBxsmwytZpFabN1m13yRsJEsotlvVjNoqQumLPrgDm7dMza5WXWLidzdn2p+ZztGsq1o/2bfkZEDOh4BeqIGAlMB1YDvy2iOPUuXwD/CuB3wPEppaUFl6SerQH+uZtj08g+aB8h+0HuKXq15WGyD8+9ImKblNLaTsf3z7cvV7UqVaL9KsQ7dHO8fX/nMVVtegD4EHACcGunY+8BhgEPp5TWVLswqRNzdsmZs0vJrF1eZu1yMmfXl5rP2c5QrhEppT8C9wG7AZ/pdHgm2do3/5JServKpakCEfE1spD7JPCXhtzal1JanVL6eFc34Bf5w36U7/tJkbXqz+XfXz8hO/3n6x2PRcTxZBcKWYFXfa9Fv863n4yIXToeiIj3kjV1WoHHql2YNsvPgKXAByLikPadEdEAXJ7f/V4RhUkdmbPLzZxdTmbt8jJrl5Y5u77UfM6OlLz2RK2IiD3IvrnHAj8H5gLvBo4hOwXviJTSm8VVqK5ExLlki95vAK6j6zVsXk4p3VzFsrQFIuIyslPxPpFSurHgctSFiBgLPArsSRaeHie78vRpZBcmODul9NPiKlRXImIA2bp7xwEtwB3Aa2Snw55IdnGJi1JK1xRWZD8XEacCp+Z3dyT7pfFF3vklZWlK6YudHv8zsl9QbgOWAScDk/L9ZyXDpmqAObuczNn1yaxd+8za5WPOrn31lrNtKNeYiGgCvkE2rX07YDFwJzDTi07Upg6BqCcPpZSO3vrVqC8YcsshIrYFvkoWbHchC06PAP+YUvK05RoVEYPJZgh+ANiP7HStZWS/qFybUrqvwPL6vQo+0/6UUtqt03OmA18BDgcagBeAm8jGc8PWqVTadObs8jFn1yezdjmYtcvHnF3b6i1n21CWJEmSJEmSJFXENZQlSZIkSZIkSRWxoSxJkiRJkiRJqogNZUmSJEmSJElSRWwoS5IkSZIkSZIqYkNZkiRJkiRJklQRG8qSJEmSJEmSpIrYUJYkSZIkSZIkVcSGsiRJkiRJkiSpIjaUJUmSJEmSJEkVsaEsSZIkSZIkSaqIDWVJkiRJkiRJUkVsKEuSJEmSJEmSKmJDWZIkSZIkSZJUERvKkiRJkiRJkqSK2FCWJEmSJEmSJFXEhrIkSZIkSZIkqSI2lCVJkiRJkiRJFfn/0cvXE4QH6PwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 683,
       "width": 714
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha_hist = np.r_[alpha_hist]\n",
    "fig, ax = plt.subplots(3, 2, figsize=(12, 12))\n",
    "for axi, hist in zip(ax.ravel(), alpha_hist.T):\n",
    "    axi.plot(hist)\n",
    "    axi.set_yscale(\"log\")\n",
    "    axi.grid(alpha=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mvn = multivariate_normal(mean=m.ravel(), cov=Sigma)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1)\n",
    "plot_gp_dist(ax, (Phi @ mvn.rvs(500).T).T, X, palette=\"Blues\")\n",
    "ax.scatter(X, y, facecolors=\"none\", edgecolor=\"crimson\")\n",
    "ax.grid(alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sequential Sparse Bayesian Learning Algorithm\n",
    "\n",
    "$$\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy.linalg import inv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = PolynomialFeatures(degree=20, include_bias=True)\n",
    "Phi = poly.fit_transform(X[:, np.newaxis])\n",
    "Phi = np.exp(-(X[np.newaxis, :] - X[:, np.newaxis]) ** 2 / 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "N, M = Phi.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Initialize $\\beta$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Initialize one basis function $\\boldsymbol{\\varphi}_1$, with hyperparameter $\\alpha_1$ set using\n",
    "$$\n",
    "    \\alpha_i = \\frac{s_i^2}{q_i^2 - s_i}\n",
    "$$\n",
    "\n",
    "Where\n",
    "* $s_i = \\boldsymbol{\\varphi}_i^T {\\bf C}_{-i}^{-1}\\boldsymbol{\\varphi}_i$\n",
    "* $q_i = \\boldsymbol{\\varphi}_i^T {\\bf C}_{-i}^{-1}{\\bf t}$,\n",
    "\n",
    "With the remaining hyperparameters $\\alpha_j$ for $i \\neq j$ initialized to infinity so that only $\\boldsymbol \\varphi_i$ is included in the model.\n",
    "\n",
    "In practice, it is conveniento to evaluate the quantitites\n",
    "\n",
    "$$\n",
    "    Q_i = \\varphi_i^T {\\bf C}^{-1} {\\bf t}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    Si = \\varphi_i^T {\\bf C}^{-1} \\varphi_i\n",
    "$$\n",
    "\n",
    "The quality and sparseness variables can then be expressed in the form\n",
    "$$\n",
    "    q_i = \\frac{\\alpha_i Q_i}{\\alpha_i - Si}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    s_i = \\frac{\\alpha_i S_i}{\\alpha_i - Si}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_C_inv(beta, Phi, A, N):\n",
    "    C = 1 / beta *  np.identity(N) + Phi @ inv(A) @ Phi.T\n",
    "    C_inv = inv(C)\n",
    "    return C_inv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "beta = np.abs(randn())\n",
    "i = 0\n",
    "# Initialize A with every parameter set to a large value\n",
    "A = np.diag([10e9] * M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "for _ in range(100):\n",
    "    # Evaluate Σ and m\n",
    "    Sigma = np.linalg.inv(A + beta * Phi.T @ Phi)\n",
    "    m = beta * Sigma @ Phi.T @ y[:, np.newaxis]\n",
    "    C_inv = compute_C_inv(beta, Phi, A, N)\n",
    "    # Evaluate qi and si for all basis functions\n",
    "    S = np.einsum(\"ij,ik,kj->j\", Phi, C_inv, Phi)\n",
    "    Q = np.einsum(\"ij,ik,k->j\", Phi, C_inv, y)\n",
    "\n",
    "    alpha = np.diag(A)\n",
    "    q = (alpha * Q) / (alpha - S)\n",
    "    s =(alpha * S) / (alpha - S)\n",
    "    new_alphas =  s ** 2 / (q ** 2 - s)\n",
    "    \n",
    "    # Select a candidate basis function\n",
    "    i = np.random.randint(low=0, high=M)\n",
    "    if q[i] ** 2 > s[i]:\n",
    "        A[i,i] = new_alphas[i]\n",
    "    # Remove the basis function from the \n",
    "    elif q[i] ** 2 <= s[i] and not np.isclose(1 / A[i,i], 0):\n",
    "        A[i,i] = 10e9\n",
    "    # Update β\n",
    "    beta = ((N - np.trace(1 - Sigma * A)) /\\\n",
    "            np.linalg.norm(y[:, np.newaxis] - Phi @ m) ** 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sigma = np.linalg.inv(A + beta * Phi.T @ Phi)\n",
    "m = beta * Sigma @ Phi.T @ y[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  3,  4,  5,  6,  8,  9, 11, 12, 15, 16, 17, 19, 21, 22, 23, 24,\n",
       "       25, 26, 27, 28, 30, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 45,\n",
       "       46, 47, 48, 49])"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop_i = np.where(A >= 10e9)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_A = np.diag(np.delete(np.diag(A), drop_i))\n",
    "new_Phi =np.delete(Phi, drop_i, axis=-1)\n",
    "new_Sigma = np.linalg.inv(new_A + beta * new_Phi.T @ new_Phi)\n",
    "new_m = beta * new_Sigma @ new_Phi.T @ y[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2, 35,  7, 10, 43, 13, 14, 18, 20, 29, 31])"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The support vectors\n",
    "svs = np.array(list(set(np.arange(50)) - set(drop_i)))\n",
    "svs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/miniconda3/lib/python3.7/site-packages/scipy/stats/_multivariate.py:660: RuntimeWarning: covariance is not positive-semidefinite.\n",
      "  out = random_state.multivariate_normal(mean, cov, size)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mvn = multivariate_normal(mean=new_m.ravel(), cov=new_Sigma)\n",
    "\n",
    "colors = [\"crimson\" if c in svs else \"gray\" for c in range(50)]\n",
    "edges = [\"crimson\" if c in svs else \"none\" for c in range(50)]\n",
    "\n",
    "fig, ax = plt.subplots(1, 1)\n",
    "plot_gp_dist(ax, (new_Phi @ mvn.rvs(500).T).T, X, palette=\"Blues\")\n",
    "ax.scatter(X, y, facecolors=edges, edgecolor=colors)\n",
    "ax.grid(alpha=0.5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
